Data Comparison Visualization¶

This notebook compares datasets across all timesteps and identifies differences.

In [1]:
# Parameters (injected by papermill)
ref_file = ""
new_file = ""
variables = ["ffmc", "dmc", "dc", "isi", "bui", "fwi"]
shapefile_path = "../shp/ecos.shp"
qc_utils_path = ""  # Path to qc_utils.py directory
In [2]:
# Parameters
variables = ["ffmc", "dmc", "dc", "isi", "bui", "fwi"]
ref_file = "/import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/original_dataset/cffdrs/MPI-ESM1-2-HR/cffdrs_MPI-ESM1-2-HR_2031.nc"
new_file = "/import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/output_shpmask_hursmin_clip/cffdrs/MPI-ESM1-2-HR/cffdrs_MPI-ESM1-2-HR_2031.nc"
shapefile_path = "shp/ecos.shp"
qc_utils_path = "/import/home/jdpaul3/boreal_fire_weather/processing/qc"
In [3]:
import sys
import warnings

# Add qc_utils path to Python path
if qc_utils_path and qc_utils_path not in sys.path:
    sys.path.insert(0, qc_utils_path)

from qc_utils import (
    load_datasets_and_shapefile,
    run_comparison_analysis,
    display_summary_tables,
    plot_max_value_differences,
    plot_max_nan_differences,
    generate_qc_summary,
)

warnings.filterwarnings("ignore")

print(f"Reference file: {ref_file}")
print(f"New file: {new_file}")
print(f"Variables to compare: {variables}")
Reference file: /import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/original_dataset/cffdrs/MPI-ESM1-2-HR/cffdrs_MPI-ESM1-2-HR_2031.nc
New file: /import/beegfs/CMIP6/jdpaul3/boreal_fire_weather_data/output_shpmask_hursmin_clip/cffdrs/MPI-ESM1-2-HR/cffdrs_MPI-ESM1-2-HR_2031.nc
Variables to compare: ['ffmc', 'dmc', 'dc', 'isi', 'bui', 'fwi']
In [4]:
ds_ref, ds_new, gdf, bounds = load_datasets_and_shapefile(
    ref_file, new_file, shapefile_path
)
Loading datasets...
Shapefile bounds: [-163.89285272   47.55902851  -55.58034561   69.00630609]
Dataset reference shape: FrozenMappingWarningOnValuesAccess({'time': 365, 'lat': 178, 'lon': 569})
Dataset new shape: FrozenMappingWarningOnValuesAccess({'time': 365, 'lat': 178, 'lon': 569})
Number of timesteps: 365

Timestep-by-Timestep Comparison¶

Comparing all timesteps to identify where differences occur.

In [5]:
comparison_results = run_comparison_analysis(ds_ref, ds_new, variables)
Comparing all timesteps...

Analyzing FFMC...
  Total timesteps: 365
  Timesteps with differences: 365
  Max absolute difference: 31.913382
  Max NaN changes: 11

Analyzing DMC...
  Total timesteps: 365
  Timesteps with differences: 251
  Max absolute difference: 0.163050
  Max NaN changes: 0

Analyzing DC...
  Total timesteps: 365
  Timesteps with differences: 303
  Max absolute difference: 0.000031
  Max NaN changes: 0

Analyzing ISI...
  Total timesteps: 365
  Timesteps with differences: 365
  Max absolute difference: 0.481424
  Max NaN changes: 11

Analyzing BUI...
  Total timesteps: 365
  Timesteps with differences: 277
  Max absolute difference: 0.120482
  Max NaN changes: 0

Analyzing FWI...
  Total timesteps: 365
  Timesteps with differences: 365
  Max absolute difference: 0.434794
  Max NaN changes: 11

Comparison complete!

Summary Statistics for Differing Timesteps¶

Tables showing summary statistics for each timestep where differences were detected.

In [6]:
display_summary_tables(comparison_results, variables)
================================================================================
FFMC - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
2031-01-01   84.199997   4.162000   84.199997   4.162000         0.000          502            0
2031-01-02   83.421997   6.566000   83.421997   6.566000         0.000         1195            0
2031-01-03   82.928001   8.086000   82.928001   8.086000         0.000         1734            0
2031-01-04   82.836998   8.132000   82.836998   8.132000         0.000         1889            0
2031-01-05   82.499001   9.165000   82.499001   9.165000         0.000         2059            0
2031-01-06   81.916000  10.746000   81.916000  10.746000         0.000         2765            0
2031-01-07   82.169998   9.966000   82.169998   9.966000         0.000         2759            0
2031-01-08   81.678001  11.858000   81.678001  11.858000         0.000         3449            0
2031-01-09   81.584999  12.367000   81.584999  12.367000         0.000         3482            0
2031-01-10   81.758003  11.593000   81.758003  11.593000         0.000         3416            0
2031-01-11   81.959000  11.036000   81.959000  11.036000         0.000         3226            0
2031-01-12   82.188004  10.654000   82.188004  10.654000         0.000         2896            0
2031-01-13   82.292999  10.376000   82.292999  10.376000         0.000         2890            0
2031-01-14   82.310997  10.275000   82.310997  10.275000         0.000         2842            0
2031-01-15   82.559998   9.448000   82.559998   9.448000         0.000         2734            0
2031-01-16   82.638000   9.333000   82.638000   9.333000         0.000         2621            0
2031-01-17   82.771004   9.014000   82.771004   9.014000         0.000         2377            0
2031-01-18   82.883003   9.331000   82.883003   9.331000         0.000         2333            0
2031-01-19   83.058998   9.410000   83.058998   9.410000         0.000         2274            0
2031-01-20   82.899002   9.982000   82.899002   9.982000         0.000         2536            0
2031-01-21   82.760002  10.245000   82.760002  10.245000         0.000         2713            0
2031-01-22   82.931000   9.876000   82.931000   9.876000         0.000         2667            0
2031-01-23   83.061996   9.633000   83.061996   9.633000         0.000         2517            0
2031-01-24   83.188004   9.623000   83.188004   9.623000         0.000         2327            0
2031-01-25   83.453003   9.176000   83.453003   9.176000         0.000         2215            0
2031-01-26   83.611000   8.818000   83.611000   8.818000         0.000         2344            0
2031-01-27   83.317001   9.662000   83.317001   9.662000         0.000         2490            0
2031-01-28   82.865997  10.890000   82.865997  10.890000         0.000         2947            0
2031-01-29   82.988998  10.598000   82.988998  10.598000         0.000         2953            0
2031-01-30   82.973000  10.759000   82.973000  10.759000         0.000         2827            0
2031-01-31   83.207001  10.000000   83.207001  10.000000         0.000         2760            0
2031-02-01   83.683998   8.649000   83.683998   8.649000         0.000         2394            0
2031-02-02   83.586998   9.592000   83.586998   9.592000         0.000         2373            0
2031-02-03   82.999001  11.181000   82.999001  11.181000         0.000         2959            0
2031-02-04   82.835999  11.724000   82.835999  11.724000         0.000         3377            0
2031-02-05   83.013000  11.489000   83.013000  11.489000         0.000         3235            0
2031-02-06   83.051003  11.195000   83.051003  11.195000         0.000         3472            0
2031-02-07   83.476997   9.917000   83.476997   9.917000         0.000         3355            0
2031-02-08   83.963997   8.566000   83.963997   8.566000         0.000         2929            0
2031-02-09   84.125000   8.663000   84.125000   8.663000         0.000         2613            0
2031-02-10   84.119003   8.800000   84.119003   8.800000         0.000         2301            0
2031-02-11   83.976997   9.570000   83.976997   9.570000         0.000         2282            0
2031-02-12   84.278000   8.661000   84.278000   8.661000         0.000         2088            0
2031-02-13   84.596001   7.731000   84.596001   7.731000         0.000         1864            0
2031-02-14   84.697998   7.746000   84.697998   7.746000         0.000         1732            0
2031-02-15   84.918999   7.146000   84.918999   7.146000         0.000         1567            0
2031-02-16   85.094002   6.653000   85.094002   6.653000         0.000         1338            0
2031-02-17   85.170998   6.517000   85.170998   6.517000         0.000         1408            0
2031-02-18   85.179001   6.652000   85.179001   6.652000         0.000         1309            0
2031-02-19   85.280998   6.526000   85.280998   6.526000         0.000         1260            0
2031-02-20   85.404999   6.240000   85.404999   6.240000         0.000         1130            0
2031-02-21   85.010002   8.167000   85.010002   8.167000         0.000         1519            0
2031-02-22   84.630997   9.481000   84.630997   9.481000         0.000         1870            0
2031-02-23   84.762001   8.862000   84.762001   8.862000         0.000         1967            0
2031-02-24   84.886002   8.733000   84.886002   8.733000         0.000         1888            0
2031-02-25   84.694000   9.337000   84.694000   9.337000         0.000         2095            0
2031-02-26   84.860001   8.922000   84.860001   8.922000         0.000         2021            0
2031-02-27   84.914001   9.379000   84.914001   9.379000         0.000         2032            0
2031-02-28   84.987999   9.415000   84.987999   9.415000         0.000         2009            0
2031-03-01   85.333000   8.411000   85.333000   8.411000         0.000         1855            0
2031-03-02   85.362999   8.306000   85.362999   8.306000         0.000         1834            0
2031-03-03   85.721001   7.207000   85.721001   7.207000         0.000         1672            0
2031-03-04   86.042000   6.263000   86.042000   6.263000         0.000         1495            0
2031-03-05   86.285004   5.552000   86.285004   5.552000         0.000         1211            0
2031-03-06   86.500000   4.968000   86.500000   4.968000         0.000          988            0
2031-03-07   86.517998   4.986000   86.517998   4.986000         0.000          833            0
2031-03-08   86.706001   4.606000   86.706001   4.606000         0.000          796            0
2031-03-09   86.707001   5.095000   86.707001   5.095000         0.000          843            0
2031-03-10   86.358002   6.504000   86.358002   6.504000         0.000         1168            0
2031-03-11   86.184998   7.356000   86.184998   7.356000         0.000         1425            0
2031-03-12   86.213997   7.578000   86.213997   7.578000         0.000         1475            0
2031-03-13   86.430000   6.812000   86.430000   6.812000         0.000         1363            0
2031-03-14   86.567001   6.515000   86.567001   6.515000         0.000         1280            0
2031-03-15   86.667000   6.410000   86.667000   6.410000         0.000         1121            0
2031-03-16   86.549004   7.363000   86.549004   7.363000         0.000         1272            0
2031-03-17   86.440002   8.144000   86.440002   8.144000         0.000         1466            0
2031-03-18   86.627998   7.261000   86.627998   7.261000         0.000         1410            0
2031-03-19   86.968002   5.828000   86.968002   5.828000         0.000         1225            0
2031-03-20   86.823997   6.227000   86.823997   6.227000         0.000         1326            0
2031-03-21   86.620003   7.090000   86.620003   7.090000         0.000         1486            0
2031-03-22   86.609001   7.584000   86.609001   7.584000         0.000         1611            0
2031-03-23   86.528999   7.988000   86.528999   7.988000         0.000         1756            0
2031-03-24   86.352997   8.349000   86.352997   8.349000         0.000         2027            0
2031-03-25   86.702003   7.324000   86.702003   7.324000         0.000         1868            0
2031-03-26   86.998001   6.699000   86.998001   6.699000         0.000         1499            0
2031-03-27   87.203003   6.501000   87.203003   6.501000         0.000         1366            0
2031-03-28   87.164001   6.846000   87.164001   6.846000         0.000         1395            0
2031-03-29   86.775002   8.330000   86.775002   8.330000         0.000         1765            0
2031-03-30   86.460999   9.526000   86.460999   9.526000         0.000         2175            0
2031-03-31   86.989998   8.047000   86.989998   8.047000         0.000         1942            0
2031-04-01   87.226997   7.683000   87.226997   7.683000         0.000         1738            0
2031-04-02   87.501999   7.036000   87.501999   7.036000         0.000         1562            0
2031-04-03   86.667999   9.623000   86.667999   9.623000         0.000         2205            0
2031-04-04   86.947998   9.105000   86.947998   9.105000         0.000         2261            0
2031-04-05   86.972000   9.210000   86.972000   9.210000         0.000         2236            0
2031-04-06   87.160004   8.732000   87.160004   8.732000         0.000         2252            0
2031-04-07   87.598999   7.726000   87.598999   7.726000         0.000         1900            0
2031-04-08   87.785004   7.502000   87.785004   7.502000         0.000         1732            0
2031-04-09   88.342003   5.804000   88.342003   5.804000         0.000         1320            0
2031-04-10   88.435997   5.837000   88.435997   5.837000         0.000         1298            0
2031-04-11   88.102997   7.582000   88.102997   7.582000         0.000         1606            0
2031-04-12   88.343002   6.699000   88.343002   6.699000         0.000         1449            0
2031-04-13   88.573997   6.227000   88.573997   6.227000         0.000         1412            0
2031-04-14   88.539001   6.464000   88.539001   6.464000         0.000         1406            0
2031-04-15   88.404999   7.029000   88.404999   7.029000         0.000         1497            0
2031-04-16   88.012001   8.492000   88.012001   8.492000         0.000         1983            0
2031-04-17   88.554001   6.627000   88.554001   6.627000         0.000         1435            0
2031-04-18   88.376999   7.001000   88.376999   7.001000         0.000         1674            0
2031-04-19   88.676003   6.069000   88.676003   6.069000         0.000         1288            0
2031-04-20   89.031998   5.163000   89.031998   5.163000         0.000         1030            0
2031-04-21   89.102997   5.470000   89.102997   5.470000         0.000         1015            0
2031-04-22   89.000000   6.643000   89.000000   6.643000         0.000         1244            0
2031-04-23   88.786003   7.518000   88.786003   7.518000         0.000         1514            0
2031-04-24   89.058998   6.026000   89.058998   6.026000         0.000         1227            0
2031-04-25   89.262001   5.396000   89.262001   5.396000         0.000         1125            0
2031-04-26   89.134003   6.143000   89.133003   6.144000         0.000         1391            3
2031-04-27   88.848999   7.238000   88.847000   7.245000         3.488         1755            6
2031-04-28   89.194000   6.689000   89.191002   6.699000         2.913         1442            6
2031-04-29   89.439003   5.882000   89.436996   5.873000        18.871         1265           11
2031-04-30   89.431000   6.644000   89.430000   6.597000        31.913         1288           11
2031-05-01   89.320000   7.040000   89.318001   7.038000         9.644         1463           11
2031-05-02   89.182999   6.972000   89.181000   6.975000         5.997         1714           11
2031-05-03   89.210999   6.895000   89.209000   6.899000         2.583         1772           11
2031-05-04   89.538002   6.001000   89.535004   6.007000         0.950         1461           11
2031-05-05   90.042000   4.326000   90.039001   4.335000         0.510          971           11
2031-05-06   89.973000   5.286000   89.971001   5.290000         0.318         1210           11
2031-05-07   89.942001   5.507000   89.941002   5.508000         0.164         1280           11
2031-05-08   89.817001   6.413000   89.816002   6.413000         0.128         1325           11
2031-05-09   89.917999   5.951000   89.917000   5.951000         0.128         1298           11
2031-05-10   89.667000   7.404000   89.667000   7.404000         0.049         1556           11
2031-05-11   89.489998   8.365000   89.488998   8.365000         0.017         1823           11
2031-05-12   89.823997   7.316000   89.822998   7.316000         0.015         1568           11
2031-05-13   89.799004   7.017000   89.797997   7.017000         0.015         1691           11
2031-05-14   89.414001   8.649000   89.413002   8.652000         0.002         2177           11
2031-05-15   89.583000   8.257000   89.579002   8.264000         0.000         2016           11
2031-05-16   89.880997   7.344000   89.876999   7.353000         0.000         1888           11
2031-05-17   89.902000   7.706000   89.898003   7.715000         0.000         1710           11
2031-05-18   90.378998   5.719000   90.375000   5.734000         0.000         1400           11
2031-05-19   90.461998   6.261000   90.459000   6.270000         0.000         1234           11
2031-05-20   90.438004   6.687000   90.434998   6.693000         0.000         1326           11
2031-05-21   90.358002   7.383000   90.355003   7.386000         0.000         1551           11
2031-05-22   90.307999   7.871000   90.306999   7.872000         4.984         1586           11
2031-05-23   89.999001   8.749000   89.998001   8.749000         0.000         1809           11
2031-05-24   90.380997   7.445000   90.378998   7.446000         0.000         1482           11
2031-05-25   90.421997   7.499000   90.418999   7.504000         0.000         1541           11
2031-05-26   90.246002   7.130000   90.242996   7.136000         0.000         1668           11
2031-05-27   90.171997   7.318000   90.169998   7.321000         0.000         1703           11
2031-05-28   89.642998   9.639000   89.641998   9.641000         0.000         2543           11
2031-05-29   89.959000   9.232000   89.958000   9.234000         0.000         2121           11
2031-05-30   90.116997   8.355000   90.115997   8.357000         0.000         2193           11
2031-05-31   90.737999   6.712000   90.737000   6.715000         0.000         1554           11
2031-06-01   91.041000   6.572000   91.040001   6.574000         0.000         1262           11
2031-06-02   91.141998   6.451000   91.141998   6.452000         0.000         1328           11
2031-06-03   90.867996   7.068000   90.865997   7.072000         0.000         1500           11
2031-06-04   90.179001   9.099000   90.175003   9.108000         0.000         2091           11
2031-06-05   90.292000   8.589000   90.288002   8.595000         0.000         2308           11
2031-06-06   90.486000   8.699000   90.484001   8.701000         0.000         1985           11
2031-06-07   90.601997   8.477000   90.600998   8.478000         0.000         2051           11
2031-06-08   90.676003   8.868000   90.672997   8.872000         0.000         1979           11
2031-06-09   90.901001   8.305000   90.899002   8.308000         0.000         1710           11
2031-06-10   90.960999   8.356000   90.958000   8.361000         3.885         1615           11
2031-06-11   90.880997   8.679000   90.876999   8.691000         4.361         1753           11
2031-06-12   90.932999   8.543000   90.928001   8.555000         1.972         1814           11
2031-06-13   90.611000   9.271000   90.603996   9.294000         1.656         2214           11
2031-06-14   90.554001   9.558000   90.550003   9.567000         2.747         2393           11
2031-06-15   90.319000  10.294000   90.316002  10.296000         2.504         2532           11
2031-06-16   90.738998   8.574000   90.737000   8.575000         1.847         2172           11
2031-06-17   91.084000   7.942000   91.083000   7.942000         0.580         2103           11
2031-06-18   91.068001   8.062000   91.065002   8.063000         8.470         2001           11
2031-06-19   90.846001   9.034000   90.844002   9.034000         9.199         2411           11
2031-06-20   90.849998   9.734000   90.849998   9.732000         6.196         2356           11
2031-06-21   90.964996   9.012000   90.961998   9.015000         2.002         2231           11
2031-06-22   91.185997   8.381000   91.183998   8.385000         1.426         1984           11
2031-06-23   91.265999   8.628000   91.262001   8.635000         0.902         2085           11
2031-06-24   91.591003   8.056000   91.586998   8.064000         0.746         1705           11
2031-06-25   92.065002   6.527000   92.063004   6.530000         0.487         1268           11
2031-06-26   92.283997   5.388000   92.282997   5.389000         0.257         1180           11
2031-06-27   92.274002   5.782000   92.269997   5.794000         0.135         1245           11
2031-06-28   92.237999   6.226000   92.233002   6.244000         0.065         1262           11
2031-06-29   92.625000   5.002000   92.622002   5.008000         0.030          976           11
2031-06-30   92.487999   6.107000   92.486000   6.108000         0.015         1134           11
2031-07-01   92.089996   7.310000   92.088997   7.310000         0.004         1470           11
2031-07-02   92.251999   6.766000   92.250999   6.768000         0.002         1338           11
2031-07-03   92.291000   6.960000   92.289001   6.961000         0.001         1542           11
2031-07-04   92.107002   7.560000   92.105003   7.563000         0.000         1984           11
2031-07-05   91.994003   7.986000   91.992996   7.986000         0.000         1948           11
2031-07-06   91.876999   8.475000   91.876999   8.475000         0.000         2034           11
2031-07-07   91.792000   8.758000   91.791000   8.758000         0.000         2153           11
2031-07-08   91.845001   8.439000   91.845001   8.439000         0.000         2017           11
2031-07-09   92.457001   6.891000   92.457001   6.891000         0.000         1594           11
2031-07-10   92.426003   7.113000   92.426003   7.113000         0.000         1928           11
2031-07-11   92.108002   8.501000   92.108002   8.501000         0.000         2164           11
2031-07-12   91.945999   9.040000   91.945000   9.041000         0.000         2195           11
2031-07-13   92.086998   8.640000   92.084000   8.644000         0.000         2092           11
2031-07-14   92.475998   7.055000   92.474998   7.057000         0.000         1811           11
2031-07-15   92.401001   7.330000   92.399002   7.331000         0.000         2023           11
2031-07-16   92.806999   6.700000   92.806000   6.700000         0.000         1588           11
2031-07-17   92.754997   6.918000   92.753998   6.918000         0.000         1582           11
2031-07-18   92.501999   7.862000   92.500999   7.863000         0.000         1941           11
2031-07-19   91.973999   9.468000   91.973000   9.468000         0.000         2607           11
2031-07-20   92.198997   8.913000   92.196999   8.914000         0.000         2412           11
2031-07-21   92.466003   8.218000   92.464996   8.219000         0.000         2116           11
2031-07-22   92.292999   8.874000   92.292000   8.874000         0.000         2140           11
2031-07-23   92.478996   8.528000   92.477997   8.528000         0.000         2118           11
2031-07-24   93.022003   7.222000   93.021004   7.222000         0.000         1555           11
2031-07-25   93.035004   7.727000   93.033997   7.727000         0.000         1551           11
2031-07-26   92.917000   8.073000   92.917000   8.073000         0.000         1736           11
2031-07-27   92.654999   8.595000   92.654999   8.595000         0.000         2034           11
2031-07-28   92.657997   8.732000   92.656998   8.732000         0.000         2087           11
2031-07-29   92.733002   8.483000   92.731003   8.485000         0.000         2034           11
2031-07-30   92.510002   9.134000   92.507004   9.140000         0.000         2385           11
2031-07-31   92.537003   9.459000   92.533997   9.463000         0.000         2296           11
2031-08-01   92.885002   8.694000   92.884003   8.694000         0.000         2015           11
2031-08-02   93.311996   7.470000   93.310997   7.471000         0.000         1707           11
2031-08-03   93.667999   7.064000   93.667000   7.064000         0.000         1315           11
2031-08-04   93.779999   6.938000   93.778999   6.938000         0.000         1279           11
2031-08-05   93.939003   6.690000   93.938004   6.690000         0.000         1268           11
2031-08-06   93.899002   6.586000   93.899002   6.586000         0.000         1354           11
2031-08-07   93.332001   8.582000   93.331001   8.582000         0.000         2341           11
2031-08-08   93.549004   7.620000   93.547997   7.624000         0.000         2005           11
2031-08-09   94.046997   6.659000   94.045998   6.660000         0.000         1477           11
2031-08-10   94.155998   6.562000   94.155998   6.562000         0.000         1273           11
2031-08-11   93.967003   7.118000   93.966003   7.118000         0.000         1506           11
2031-08-12   94.210999   6.350000   94.210999   6.350000         0.000         1582           11
2031-08-13   94.421997   6.140000   94.421997   6.140000         0.000         1184           11
2031-08-14   94.449997   6.177000   94.448997   6.177000         0.000         1049           11
2031-08-15   94.481003   5.762000   94.480003   5.762000         0.000         1032           11
2031-08-16   94.223999   7.123000   94.223999   7.123000         0.000         1784           11
2031-08-17   94.323997   7.457000   94.322998   7.457000         0.000         1500           11
2031-08-18   94.190002   8.216000   94.189003   8.217000         0.000         1491           11
2031-08-19   94.051003   8.119000   94.049004   8.120000         0.000         1601           11
2031-08-20   93.838997   8.995000   93.835999   8.999000         0.000         1987           11
2031-08-21   93.106003  11.152000   93.101997  11.158000         0.000         2947           11
2031-08-22   93.109001  10.788000   93.105003  10.796000         0.000         2842           11
2031-08-23   93.583000  10.326000   93.580002  10.332000         0.000         2185           11
2031-08-24   93.889000   9.287000   93.885002   9.292000         0.000         1984           11
2031-08-25   93.530998  10.162000   93.528999  10.164000         2.299         2484           11
2031-08-26   92.931000  12.028000   92.929001  12.030000         1.060         2941           11
2031-08-27   93.454002  10.611000   93.448997  10.623000         0.726         2665           11
2031-08-28   93.699997   9.967000   93.695000   9.979000         0.263         2294           11
2031-08-29   93.966003   9.508000   93.961998   9.515000         0.039         1992           11
2031-08-30   94.052002   9.727000   94.045998   9.740000         0.013         1932           11
2031-08-31   93.891998  10.214000   93.886002  10.226000         0.002         2327           11
2031-09-01   93.708000  10.747000   93.704002  10.754000         0.000         2495           11
2031-09-02   93.547997  11.743000   93.545998  11.745000         0.000         2804           11
2031-09-03   93.203003  12.859000   93.198997  12.865000         0.000         3151           11
2031-09-04   93.195000  12.662000   93.189003  12.674000         0.000         3266           11
2031-09-05   93.492996  11.980000   93.489998  11.985000         0.000         2808           11
2031-09-06   93.623001  11.849000   93.620003  11.852000         0.000         2874           11
2031-09-07   93.456001  12.053000   93.454002  12.054000         0.000         2973           11
2031-09-08   93.372002  12.483000   93.370003  12.486000         0.000         3154           11
2031-09-09   93.425003  12.376000   93.420998  12.383000         0.000         3301           11
2031-09-10   93.580002  12.532000   93.577003  12.535000         0.000         2963           11
2031-09-11   93.461998  12.784000   93.459999  12.786000         0.000         3166           11
2031-09-12   93.367996  13.235000   93.366997  13.235000         0.000         3402           11
2031-09-13   93.749001  12.319000   93.748001  12.319000         0.000         2807           11
2031-09-14   93.639000  12.360000   93.638000  12.359000         0.000         3245           11
2031-09-15   93.517998  12.671000   93.516998  12.671000         0.000         3400           11
2031-09-16   93.693001  12.744000   93.692001  12.744000         0.000         3046           11
2031-09-17   93.889000  11.933000   93.888000  11.933000         0.000         2792           11
2031-09-18   93.462997  13.171000   93.461998  13.171000         0.000         3251           11
2031-09-19   93.245003  14.032000   93.242996  14.033000         0.000         3452           11
2031-09-20   93.080002  14.604000   93.075996  14.610000         0.000         3506           11
2031-09-21   92.866997  15.247000   92.863998  15.251000         0.000         4124           11
2031-09-22   92.636002  16.073000   92.629997  16.080999         0.000         4371           11
2031-09-23   92.852997  15.704000   92.847000  15.713000         0.000         4251           11
2031-09-24   93.296997  14.762000   93.292999  14.767000         0.000         4021           11
2031-09-25   93.424004  14.517000   93.420998  14.519000         0.000         3689           11
2031-09-26   94.251999  12.395000   94.250000  12.396000         0.000         3006           11
2031-09-27   95.098000  10.159000   95.096001  10.161000         0.000         2028           11
2031-09-28   94.738998  11.499000   94.737999  11.500000         0.000         2397           11
2031-09-29   93.591003  14.868000   93.586998  14.871000         0.000         3276           11
2031-09-30   93.160004  16.292999   93.154999  16.299999         0.000         3757           11
2031-10-01   93.523003  15.337000   93.516998  15.346000         0.000         3723           11
2031-10-02   93.644997  14.790000   93.639999  14.797000         0.000         3780           11
2031-10-03   93.942001  14.246000   93.938004  14.251000         0.000         3756           11
2031-10-04   94.039001  14.152000   94.031998  14.165000         0.000         3680           11
2031-10-05   94.330002  13.218000   94.324997  13.225000         0.000         3441           11
2031-10-06   93.933998  14.532000   93.929001  14.540000         0.000         3404           11
2031-10-07   94.213997  14.204000   94.208000  14.214000         0.000         3165           11
2031-10-08   94.282997  14.688000   94.278000  14.696000         0.000         3155           11
2031-10-09   94.698997  13.689000   94.694000  13.697000         0.000         3075           11
2031-10-10   94.852997  13.213000   94.847000  13.223000         0.000         2967           11
2031-10-11   94.808998  13.319000   94.805000  13.324000         0.000         3176           11
2031-10-12   95.175003  12.534000   95.171997  12.539000         0.000         2842           11
2031-10-13   95.307999  12.310000   95.304001  12.315000         0.000         2596           11
2031-10-14   94.825996  13.731000   94.822998  13.733000         0.000         2866           11
2031-10-15   94.311996  14.881000   94.309998  14.881000         0.000         3141           11
2031-10-16   94.258003  15.345000   94.255997  15.346000         0.000         3252           11
2031-10-17   94.842003  13.828000   94.839996  13.831000         0.000         3130           11
2031-10-18   94.085999  16.010000   94.080002  16.018999         0.000         3969           11
2031-10-19   94.347000  15.932000   94.341003  15.943000         0.000         3591           11
2031-10-20   94.911003  14.458000   94.905998  14.466000         0.000         3335           11
2031-10-21   95.161003  13.590000   95.155998  13.599000         0.000         3163           11
2031-10-22   95.142998  13.396000   95.139000  13.402000         0.000         3110           11
2031-10-23   95.209999  13.312000   95.206001  13.316000         0.000         2861           11
2031-10-24   94.343002  15.986000   94.337997  15.994000         0.000         3519           11
2031-10-25   93.893997  17.362000   93.889000  17.368000         0.000         3837           11
2031-10-26   94.011002  16.839001   94.007004  16.844000         0.000         4075           11
2031-10-27   94.154999  16.663000   94.150002  16.667999         0.000         4306           11
2031-10-28   93.889999  17.518999   93.883003  17.531000         0.000         4704           11
2031-10-29   94.122002  16.802999   94.115997  16.811001         0.000         4392           11
2031-10-30   94.542000  16.194000   94.537003  16.201000         0.000         3990           11
2031-10-31   94.800003  15.794000   94.795998  15.798000         0.000         3561           11
2031-11-01   94.873001  15.336000   94.867996  15.344000         0.000         3544           11
2031-11-02   94.904999  15.345000   94.898003  15.355000         0.000         3921           11
2031-11-03   95.021004  15.167000   95.015999  15.174000         0.000         3607           11
2031-11-04   95.216003  14.837000   95.211998  14.842000         0.000         3427           11
2031-11-05   95.383003  14.519000   95.378998  14.524000         0.000         3374           11
2031-11-06   95.436996  14.820000   95.433998  14.823000         0.000         3278           11
2031-11-07   94.952003  16.256001   94.947998  16.259001         0.000         3703           11
2031-11-08   95.382004  15.112000   95.378998  15.114000         0.000         3657           11
2031-11-09   96.120003  13.064000   96.116997  13.066000         0.000         3268           11
2031-11-10   96.474998  12.248000   96.471001  12.255000         0.000         2831           11
2031-11-11   96.603996  12.205000   96.598999  12.212000         0.000         2524           11
2031-11-12   96.918999  11.471000   96.914001  11.482000         0.000         2103           11
2031-11-13   96.873001  11.972000   96.869003  11.981000         0.000         1945           11
2031-11-14   96.741997  12.457000   96.737000  12.467000         0.000         2046           11
2031-11-15   96.349998  13.714000   96.345001  13.723000         0.000         2312           11
2031-11-16   96.459999  13.374000   96.455002  13.382000         0.000         2390           11
2031-11-17   96.739998  12.443000   96.736000  12.450000         0.000         2133           11
2031-11-18   97.013000  11.520000   97.009003  11.527000         0.000         1962           11
2031-11-19   97.044998  11.553000   97.041000  11.560000         0.000         1793           11
2031-11-20   96.643997  12.968000   96.639999  12.974000         0.000         1949           11
2031-11-21   96.488998  13.595000   96.483002  13.607000         0.000         1947           11
2031-11-22   95.778000  15.677000   95.771004  15.691000         0.000         2619           11
2031-11-23   95.838997  15.236000   95.833000  15.248000         0.000         2834           11
2031-11-24   95.723000  15.439000   95.716003  15.453000         0.000         2953           11
2031-11-25   95.549004  15.748000   95.542000  15.759000         0.000         3322           11
2031-11-26   95.642998  15.463000   95.636002  15.478000         0.000         3318           11
2031-11-27   95.795998  14.880000   95.789001  14.893000         0.000         3232           11
2031-11-28   95.127998  16.701000   95.122002  16.709000         0.000         3802           11
2031-11-29   94.821999  17.357000   94.817001  17.364000         0.000         3923           11
2031-11-30   95.175003  16.621000   95.168999  16.628000         0.000         3881           11
2031-12-01   95.614998  15.309000   95.610001  15.315000         0.000         3622           11
2031-12-02   96.014999  14.056000   96.011002  14.061000         0.000         3282           11
2031-12-03   95.307999  16.025000   95.305000  16.028000         0.000         3686           11
2031-12-04   95.154999  16.617001   95.151001  16.620001         0.000         3828           11
2031-12-05   95.252998  16.059999   95.250000  16.063000         0.000         3759           11
2031-12-06   94.903000  17.112000   94.897003  17.120001         0.000         4199           11
2031-12-07   94.960999  17.025000   94.956001  17.031000         0.000         4085           11
2031-12-08   95.302002  16.183001   95.296997  16.188999         0.000         3884           11
2031-12-09   95.433998  15.803000   95.430000  15.808000         0.000         3622           11
2031-12-10   95.789001  14.691000   95.783997  14.697000         0.000         3222           11
2031-12-11   95.754997  14.723000   95.750000  14.729000         0.000         3192           11
2031-12-12   95.856003  14.450000   95.851997  14.455000         0.000         3062           11
2031-12-13   95.887001  14.473000   95.882004  14.480000         0.000         2931           11
2031-12-14   95.612000  15.507000   95.608002  15.512000         0.000         2949           11
2031-12-15   95.440002  15.826000   95.435997  15.829000         0.000         3057           11
2031-12-16   95.287003  16.124001   95.282997  16.127001         0.000         3091           11
2031-12-17   94.852997  17.403999   94.848999  17.408001         0.000         3424           11
2031-12-18   94.581001  18.129000   94.577003  18.132000         0.000         3827           11
2031-12-19   94.375999  18.323999   94.373001  18.327000         0.000         4335           11
2031-12-20   94.242996  18.724001   94.239998  18.726000         0.000         4632           11
2031-12-21   94.564003  17.907000   94.559998  17.910000         0.000         4501           11
2031-12-22   94.846001  17.212000   94.841003  17.216999         0.000         4110           11
2031-12-23   94.633003  17.806999   94.628998  17.809999         0.000         4092           11
2031-12-24   94.585999  17.788000   94.583000  17.791000         0.000         4026           11
2031-12-25   95.135002  16.211000   95.130997  16.214001         0.000         3752           11
2031-12-26   95.017998  16.504999   95.014999  16.507999         0.000         3739           11
2031-12-27   95.045998  16.488001   95.042999  16.490999         0.000         3493           11
2031-12-28   94.717003  17.521000   94.711998  17.527000         0.000         3844           11
2031-12-29   94.559998  17.797001   94.556000  17.799999         0.000         3902           11
2031-12-30   94.707001  17.291000   94.703003  17.292999         0.000         3737           11
2031-12-31   94.961998  16.565001   94.958000  16.568001         0.000         3611           11

================================================================================
DMC - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
2031-01-01    5.755000   0.696000    5.755000   0.696000         0.000           49            0
2031-01-02    5.303000   1.173000    5.303000   1.173000         0.000           49            0
2031-01-03    4.842000   1.610000    4.842000   1.610000         0.000           49            0
2031-01-04    4.620000   1.841000    4.620000   1.841000         0.000           49            0
2031-01-05    4.278000   1.954000    4.278000   1.954000         0.000           48            0
2031-01-06    3.750000   2.071000    3.750000   2.071000         0.000           44            0
2031-01-07    3.559000   2.148000    3.559000   2.148000         0.000           41            0
2031-01-08    3.193000   2.383000    3.193000   2.383000         0.000           30            0
2031-01-09    2.902000   2.515000    2.902000   2.515000         0.000           22            0
2031-01-10    2.749000   2.457000    2.749000   2.457000         0.000           22            0
2031-01-11    2.616000   2.431000    2.616000   2.431000         0.000           21            0
2031-01-12    2.555000   2.457000    2.555000   2.457000         0.000           21            0
2031-01-13    2.517000   2.453000    2.517000   2.453000         0.000           21            0
2031-01-14    2.454000   2.408000    2.454000   2.408000         0.000           21            0
2031-01-15    2.401000   2.361000    2.401000   2.361000         0.000           21            0
2031-01-16    2.208000   2.223000    2.208000   2.223000         0.000           20            0
2031-01-17    2.076000   2.118000    2.076000   2.118000         0.000           20            0
2031-01-18    1.826000   1.945000    1.826000   1.945000         0.000           20            0
2031-01-19    1.597000   1.766000    1.597000   1.766000         0.000           19            0
2031-01-20    1.469000   1.707000    1.469000   1.707000         0.000           18            0
2031-01-21    1.389000   1.704000    1.389000   1.704000         0.000           16            0
2031-01-22    1.366000   1.689000    1.366000   1.689000         0.000           16            0
2031-01-23    1.299000   1.654000    1.299000   1.654000         0.000           16            0
2031-01-24    1.220000   1.565000    1.220000   1.565000         0.000           16            0
2031-01-25    1.205000   1.559000    1.205000   1.559000         0.000           16            0
2031-01-26    1.196000   1.562000    1.196000   1.562000         0.000           16            0
2031-01-27    1.003000   1.413000    1.003000   1.413000         0.000           16            0
2031-01-28    0.789000   1.253000    0.789000   1.253000         0.000           15            0
2031-01-29    0.777000   1.253000    0.777000   1.253000         0.000           15            0
2031-01-30    0.751000   1.247000    0.751000   1.247000         0.000           15            0
2031-01-31    0.723000   1.237000    0.723000   1.237000         0.000           15            0
2031-02-01    0.715000   1.228000    0.715000   1.228000         0.000           15            0
2031-02-02    0.706000   1.221000    0.706000   1.221000         0.000           15            0
2031-02-03    0.500000   0.997000    0.500000   0.997000         0.000            9            0
2031-02-04    0.449000   0.967000    0.449000   0.967000         0.000            7            0
2031-02-05    0.446000   0.969000    0.446000   0.969000         0.000            7            0
2031-02-06    0.393000   0.902000    0.393000   0.902000         0.000            7            0
2031-02-07    0.370000   0.875000    0.370000   0.875000         0.000            7            0
2031-02-08    0.365000   0.873000    0.365000   0.873000         0.000            7            0
2031-02-09    0.354000   0.864000    0.354000   0.864000         0.000            7            0
2031-02-10    0.277000   0.700000    0.277000   0.700000         0.000            7            0
2031-02-11    0.273000   0.699000    0.273000   0.699000         0.000            7            0
2031-02-12    0.274000   0.698000    0.274000   0.698000         0.000            7            0
2031-02-13    0.270000   0.698000    0.270000   0.698000         0.000            7            0
2031-02-14    0.268000   0.699000    0.268000   0.699000         0.000            7            0
2031-02-15    0.268000   0.699000    0.268000   0.699000         0.000            7            0
2031-02-16    0.268000   0.699000    0.268000   0.699000         0.000            7            0
2031-02-17    0.267000   0.698000    0.267000   0.698000         0.000            7            0
2031-02-18    0.258000   0.692000    0.258000   0.692000         0.000            7            0
2031-02-19    0.256000   0.682000    0.256000   0.682000         0.000            7            0
2031-02-20    0.256000   0.682000    0.256000   0.682000         0.000            7            0
2031-02-21    0.246000   0.667000    0.246000   0.667000         0.000            7            0
2031-02-22    0.243000   0.663000    0.243000   0.663000         0.000            7            0
2031-02-23    0.236000   0.655000    0.236000   0.655000         0.000            7            0
2031-02-24    0.223000   0.642000    0.223000   0.642000         0.000            6            0
2031-02-25    0.216000   0.640000    0.216000   0.640000         0.000            6            0
2031-02-26    0.198000   0.606000    0.198000   0.606000         0.000            6            0
2031-02-27    0.190000   0.601000    0.190000   0.601000         0.000            6            0
2031-02-28    0.181000   0.586000    0.181000   0.586000         0.000            6            0
2031-03-01    0.179000   0.586000    0.179000   0.586000         0.000            6            0
2031-03-02    0.181000   0.585000    0.181000   0.585000         0.000            6            0
2031-03-03    0.182000   0.586000    0.182000   0.586000         0.000            6            0
2031-03-04    0.182000   0.586000    0.182000   0.586000         0.000            6            0
2031-03-05    0.182000   0.586000    0.182000   0.586000         0.000            6            0
2031-03-06    0.182000   0.584000    0.182000   0.584000         0.000            6            0
2031-03-07    0.181000   0.584000    0.181000   0.584000         0.000            6            0
2031-03-08    0.182000   0.580000    0.182000   0.580000         0.000            6            0
2031-03-09    0.199000   0.581000    0.199000   0.581000         0.000            6            0
2031-03-10    0.211000   0.586000    0.211000   0.586000         0.000            6            0
2031-03-11    0.207000   0.576000    0.207000   0.576000         0.000            6            0
2031-03-12    0.206000   0.577000    0.206000   0.577000         0.000            6            0
2031-03-13    0.214000   0.576000    0.214000   0.576000         0.000            6            0
2031-03-14    0.213000   0.577000    0.213000   0.577000         0.000            6            0
2031-03-15    0.213000   0.578000    0.213000   0.578000         0.000            6            0
2031-03-16    0.206000   0.573000    0.206000   0.573000         0.000            6            0
2031-03-17    0.197000   0.544000    0.197000   0.544000         0.000            6            0
2031-03-18    0.205000   0.548000    0.205000   0.548000         0.000            6            0
2031-03-19    0.224000   0.553000    0.224000   0.553000         0.000            6            0
2031-03-20    0.266000   0.554000    0.266000   0.554000         0.000            6            0
2031-03-21    0.333000   0.550000    0.333000   0.550000         0.000            6            0
2031-03-22    0.379000   0.583000    0.379000   0.583000         0.000            6            0
2031-03-23    0.431000   0.623000    0.431000   0.623000         0.000            6            0
2031-03-24    0.475000   0.683000    0.475000   0.683000         0.000            4            0
2031-03-25    0.615000   0.791000    0.615000   0.791000         0.000            3            0
2031-03-26    0.769000   0.940000    0.769000   0.940000         0.000            3            0
2031-03-27    0.994000   1.219000    0.994000   1.219000         0.000            1            0
2031-03-28    1.226000   1.583000    1.226000   1.583000         0.000            1            0
2031-03-29    1.441000   1.978000    1.441000   1.978000         0.000            1            0
2031-03-30    1.648000   2.460000    1.648000   2.460000         0.000            1            0
2031-03-31    2.031000   3.005000    2.031000   3.005000         0.000            1            0
2031-04-01    2.533000   3.822000    2.533000   3.822000         0.000            1            0
2031-04-02    3.046000   4.555000    3.046000   4.555000         0.000            1            0
2031-04-03    3.360000   5.280000    3.360000   5.280000         0.000            1            0
2031-04-04    3.962000   6.036000    3.962000   6.036000         0.000            1            0
2031-04-05    4.598000   6.986000    4.598000   6.986000         0.000            1            0
2031-04-06    5.197000   7.868000    5.197000   7.868000         0.000            1            0
2031-04-07    5.916000   8.670000    5.916000   8.670000         0.000            1            0
2031-04-29   18.079000  16.191999   18.079000  16.191999         0.024           40            0
2031-04-30   19.607000  17.292000   19.607000  17.291000         0.163           51            0
2031-05-01   20.774000  18.643000   20.774000  18.643000         0.032           26            0
2031-05-02   20.857000  18.982000   20.857000  18.981001         0.032           26            0
2031-05-03   20.472000  17.938999   20.472000  17.938999         0.032           26            0
2031-05-04   20.969999  17.445000   20.971001  17.445000         0.032           26            0
2031-05-05   22.813999  18.007000   22.813999  18.007000         0.032           26            0
2031-05-06   23.836000  18.445000   23.836000  18.445000         0.032           26            0
2031-05-07   24.731001  19.108999   24.731001  19.108999         0.032           26            0
2031-05-08   25.600000  20.462000   25.600000  20.462000         0.032           26            0
2031-05-09   26.628000  21.054001   26.628000  21.054001         0.032           26            0
2031-05-10   26.775999  22.004000   26.775999  22.004000         0.032           26            0
2031-05-11   27.534000  22.885000   27.534000  22.885000         0.032           26            0
2031-05-12   29.347000  24.122000   29.348000  24.122000         0.032           26            0
2031-05-13   28.780001  22.924000   28.780001  22.924000         0.032           26            0
2031-05-14   26.080999  21.514000   26.080999  21.514000         0.018           26            0
2031-05-15   26.299000  22.743000   26.299000  22.743000         0.008           26            0
2031-05-16   27.590000  24.403999   27.590000  24.403999         0.008           26            0
2031-05-17   28.594999  25.740999   28.594999  25.740999         0.008           26            0
2031-05-18   30.514000  26.979000   30.514000  26.979000         0.008           26            0
2031-05-19   31.721001  27.750000   31.721001  27.750000         0.008           26            0
2031-05-20   32.936001  29.270000   32.936001  29.270000         0.008           26            0
2031-05-21   33.685001  30.778999   33.685001  30.778999         0.008           26            0
2031-05-22   34.015999  31.350000   34.015999  31.350000         0.044           27            0
2031-05-23   32.938000  30.406000   32.938000  30.406000         0.008           26            0
2031-05-24   33.844002  29.908001   33.844002  29.908001         0.004           26            0
2031-05-25   34.299999  30.367001   34.299999  30.367001         0.004           26            0
2031-05-26   33.615002  30.174999   33.615002  30.174999         0.004           26            0
2031-05-27   33.535000  30.771999   33.535000  30.771999         0.003           26            0
2031-05-28   31.955999  32.175999   31.955999  32.175999         0.003           26            0
2031-05-29   31.420000  30.549999   31.420000  30.549999         0.002           26            0
2031-05-30   31.547001  31.586000   31.547001  31.586000         0.001           26            0
2031-05-31   33.183998  32.493000   33.183998  32.493000         0.001           26            0
2031-06-01   35.023998  33.483002   35.023998  33.483002         0.001           20            0
2031-06-02   36.556999  33.523998   36.556999  33.523998         0.001           20            0
2031-06-03   37.494999  34.150002   37.494999  34.150002         0.001           20            0
2031-06-04   36.384998  35.995998   36.384998  35.995998         0.001           20            0
2031-06-05   35.313999  36.193001   35.313999  36.193001         0.001           20            0
2031-06-06   35.158001  36.247002   35.158001  36.247002         0.001           20            0
2031-06-07   35.044998  37.313999   35.044998  37.313999         0.001           20            0
2031-06-08   35.523998  38.307999   35.523998  38.307999         0.001           20            0
2031-06-09   36.125999  37.455002   36.125999  37.455002         0.001           20            0
2031-06-10   37.480999  38.576000   37.480999  38.576000         0.035           22            0
2031-06-11   38.269001  39.584000   38.269001  39.584000         0.029           25            0
2031-06-12   39.604000  40.825001   39.604000  40.825001         0.029           24            0
2031-06-13   39.077999  42.097000   39.077999  42.097000         0.026           23            0
2031-06-14   37.742001  42.536999   37.742001  42.536999         0.028           25            0
2031-06-15   33.953999  39.053001   33.953999  39.053001         0.026           22            0
2031-06-16   29.848000  29.552000   29.848000  29.552000         0.026           22            0
2031-06-17   30.221001  30.191999   30.221001  30.191999         0.015           22            0
2031-06-18   29.347000  27.851000   29.347000  27.851000         0.071           30            0
2031-06-19   28.829000  28.580999   28.829000  28.580999         0.056           29            0
2031-06-20   27.711000  27.004999   27.711000  27.004999         0.102           30            0
2031-06-21   28.341999  27.850000   28.341999  27.850000         0.082           30            0
2031-06-22   29.091999  28.829000   29.091999  28.829000         0.082           29            0
2031-06-23   29.562000  29.843000   29.562000  29.843000         0.082           29            0
2031-06-24   30.917000  31.011000   30.917000  31.011000         0.082           29            0
2031-06-25   33.389000  31.972000   33.389000  31.972000         0.082           29            0
2031-06-26   33.104000  28.955000   33.104000  28.955000         0.082           29            0
2031-06-27   33.521999  29.309999   33.521999  29.309999         0.082           28            0
2031-06-28   33.050999  27.223000   33.050999  27.223000         0.082           29            0
2031-06-29   33.221001  21.919001   33.221001  21.919001         0.082           28            0
2031-06-30   34.396999  22.518000   34.396999  22.518000         0.082           28            0
2031-07-01   35.007999  24.309000   35.007999  24.309000         0.082           30            0
2031-07-02   36.402000  26.038000   36.402000  26.038000         0.053           28            0
2031-07-03   36.506001  25.840000   36.506001  25.840000         0.030           29            0
2031-07-04   33.223999  23.481001   33.223999  23.481001         0.017           28            0
2031-07-05   31.021999  22.214001   31.021999  22.214001         0.017           28            0
2031-07-06   29.966000  21.607000   29.966000  21.607000         0.017           28            0
2031-07-07   29.707001  22.301001   29.707001  22.301001         0.017           28            0
2031-07-08   29.537001  23.110001   29.537001  23.110001         0.017           30            0
2031-07-09   30.575001  23.334000   30.575001  23.334000         0.017           28            0
2031-07-10   31.177999  25.049999   31.177999  25.049999         0.017           26            0
2031-07-11   30.648001  26.145000   30.648001  26.145000         0.017           28            0
2031-07-12   29.849001  27.275000   29.849001  27.275000         0.017           29            0
2031-07-13   28.618999  27.136999   28.618999  27.136999         0.017           26            0
2031-07-14   27.957001  26.804001   27.957001  26.804001         0.015           28            0
2031-07-15   26.594000  26.417999   26.594000  26.417999         0.009           28            0
2031-07-16   27.298000  26.204000   27.298000  26.204000         0.009           29            0
2031-07-17   26.770000  24.797001   26.770000  24.797001         0.009           27            0
2031-07-18   25.945000  24.219000   25.945000  24.219000         0.009           27            0
2031-07-19   23.247000  22.714001   23.247000  22.714001         0.005           27            0
2031-07-20   22.169001  22.799000   22.169001  22.799000         0.005           26            0
2031-07-21   21.877001  21.750000   21.877001  21.750000         0.003           26            0
2031-07-22   20.785999  19.046000   20.785999  19.046000         0.003           27            0
2031-07-23   20.851999  19.438999   20.851999  19.438999         0.003           25            0
2031-07-24   22.112000  20.291000   22.112000  20.291000         0.003           24            0
2031-07-25   23.082001  21.132999   23.082001  21.132999         0.003           25            0
2031-07-26   23.195999  20.478001   23.195999  20.478001         0.003           25            0
2031-07-27   22.367001  20.531000   22.367001  20.531000         0.002           24            0
2031-07-28   21.900999  20.785000   21.900999  20.785000         0.001           24            0
2031-07-29   21.565001  20.889000   21.565001  20.889000         0.001           23            0
2031-07-30   19.907000  16.711000   19.907000  16.711000         0.001           24            0
2031-07-31   18.813999  14.493000   18.813999  14.493000         0.001           21            0
2031-08-01   18.895000  14.506000   18.895000  14.506000         0.001           20            0
2031-08-02   18.669001  13.827000   18.669001  13.827000         0.000           21            0
2031-08-03   19.919001  14.422000   19.919001  14.422000         0.000           21            0
2031-08-04   21.184000  15.157000   21.184000  15.157000         0.000           21            0
2031-08-05   22.712000  15.872000   22.712000  15.872000         0.000           19            0
2031-08-06   23.478001  16.790001   23.478001  16.790001         0.000           19            0
2031-08-07   22.304001  18.122000   22.304001  18.122000         0.000           19            0
2031-08-08   20.804001  16.298000   20.804001  16.298000         0.000           16            0
2031-08-09   22.297001  16.656000   22.297001  16.656000         0.000           16            0
2031-08-10   23.771000  17.232000   23.771000  17.232000         0.000           17            0
2031-08-11   23.622999  16.459000   23.622999  16.459000         0.000           14            0
2031-08-12   23.900000  17.472000   23.900000  17.472000         0.000           17            0
2031-08-13   25.469000  18.568001   25.469000  18.568001         0.000           13            0
2031-08-14   26.965000  19.525999   26.965000  19.525999         0.000           13            0
2031-08-15   26.877001  18.980000   26.877001  18.980000         0.000           15            0
2031-08-16   26.665001  20.416000   26.665001  20.416000         0.000            9            0
2031-08-17   27.816999  21.910000   27.816999  21.910000         0.000           12            0
2031-08-18   28.105000  22.539000   28.105000  22.539000         0.000            7            0
2031-08-19   27.632999  22.000999   27.632999  22.000999         0.000           10            0
2031-08-20   23.909000  16.180000   23.909000  16.180000         0.000            9            0
2031-08-21   20.200001  14.707000   20.200001  14.707000         0.000            6            0
2031-08-22   18.823999  15.416000   18.823999  15.416000         0.000           14            0
2031-08-23   18.976000  15.939000   18.976000  15.939000         0.000            8            0
2031-08-24   18.749001  15.470000   18.749001  15.470000         0.000            9            0
2031-08-25   16.035999  11.949000   16.035999  11.949000         0.037           11            0
2031-08-26   14.196000  10.923000   14.196000  10.923000         0.028            9            0
2031-08-27   14.526000  11.643000   14.526000  11.643000         0.028           14            0
2031-08-28   14.575000  12.207000   14.575000  12.207000         0.028           10            0
2031-08-29   15.060000  12.989000   15.060000  12.989000         0.021           11            0
2031-08-30   15.529000  12.780000   15.529000  12.780000         0.021           13            0
2031-08-31   15.182000  12.487000   15.182000  12.487000         0.012           12            0
2031-09-01   14.803000  13.219000   14.803000  13.219000         0.007            8            0
2031-09-02   13.645000  12.391000   13.645000  12.391000         0.004           18            0
2031-09-03   12.565000  12.032000   12.565000  12.032000         0.003            9            0
2031-09-04   12.137000  12.633000   12.137000  12.633000         0.002           11            0
2031-09-05   11.971000  12.531000   11.971000  12.531000         0.000            8            0
2031-09-06   11.967000  12.772000   11.967000  12.772000         0.000            7            0
2031-09-07   11.040000  12.290000   11.040000  12.290000         0.000            5            0
2031-09-08   10.313000  11.527000   10.313000  11.527000         0.000            4            0
2031-09-09    9.865000  11.216000    9.865000  11.216000         0.000            5            0
2031-09-10    9.537000  10.692000    9.537000  10.692000         0.000            4            0
2031-09-11    9.271000  10.539000    9.271000  10.539000         0.000            2            0
2031-09-12    8.780000  10.174000    8.780000  10.174000         0.000            5            0
2031-09-13    8.673000   9.702000    8.673000   9.702000         0.000            3            0
2031-09-14    7.859000   8.541000    7.859000   8.541000         0.000            4            0
2031-09-15    7.358000   8.264000    7.358000   8.264000         0.000            4            0
2031-09-16    7.643000   8.775000    7.643000   8.775000         0.000            1            0
2031-09-17    7.628000   8.791000    7.628000   8.791000         0.000            5            0
2031-09-18    6.784000   7.968000    6.784000   7.968000         0.000            4            0
2031-09-19    6.616000   8.389000    6.616000   8.389000         0.000            2            0
2031-09-20    6.109000   8.058000    6.109000   8.058000         0.000            3            0
2031-09-21    5.558000   8.032000    5.558000   8.032000         0.000            3            0
2031-09-22    5.153000   8.410000    5.153000   8.410000         0.000            2            0
2031-09-23    4.769000   7.620000    4.769000   7.620000         0.000            1            0
2031-09-24    4.462000   6.483000    4.462000   6.483000         0.000            1            0
2031-09-25    4.326000   6.598000    4.326000   6.598000         0.000            1            0
2031-09-26    4.585000   6.620000    4.585000   6.620000         0.000            1            0
2031-09-27    5.186000   6.720000    5.186000   6.720000         0.000            2            0
2031-09-28    5.214000   6.876000    5.214000   6.876000         0.000            2            0
2031-09-29    4.646000   7.064000    4.646000   7.064000         0.000            1            0

================================================================================
DC - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
2031-01-01   14.751000   1.130000   14.751000   1.130000           0.0          281            0
2031-01-02   14.025000   2.499000   14.025000   2.499000           0.0          281            0
2031-01-03   13.168000   3.765000   13.168000   3.765000           0.0          280            0
2031-01-04   12.955000   4.038000   12.955000   4.038000           0.0          279            0
2031-01-05   12.320000   4.546000   12.320000   4.546000           0.0          267            0
2031-01-06   11.011000   5.458000   11.011000   5.458000           0.0          245            0
2031-01-07   10.728000   5.619000   10.728000   5.619000           0.0          240            0
2031-01-08    8.872000   6.590000    8.872000   6.590000           0.0           74            0
2031-01-09    8.454000   6.712000    8.454000   6.712000           0.0           74            0
2031-01-10    8.311000   6.685000    8.311000   6.685000           0.0           74            0
2031-01-11    8.086000   6.659000    8.086000   6.659000           0.0           74            0
2031-01-12    7.949000   6.731000    7.949000   6.731000           0.0           74            0
2031-01-13    7.923000   6.751000    7.923000   6.751000           0.0           74            0
2031-01-14    7.864000   6.740000    7.864000   6.740000           0.0           74            0
2031-01-15    7.858000   6.737000    7.858000   6.737000           0.0           74            0
2031-01-16    7.765000   6.667000    7.765000   6.667000           0.0           74            0
2031-01-17    7.672000   6.626000    7.672000   6.626000           0.0           74            0
2031-01-18    7.097000   6.446000    7.097000   6.446000           0.0           71            0
2031-01-19    6.651000   6.257000    6.651000   6.257000           0.0           71            0
2031-01-20    6.227000   6.232000    6.227000   6.232000           0.0           71            0
2031-01-21    6.105000   6.273000    6.105000   6.273000           0.0           71            0
2031-01-22    6.092000   6.272000    6.092000   6.272000           0.0           71            0
2031-01-23    6.021000   6.234000    6.021000   6.234000           0.0           71            0
2031-01-24    5.910000   6.151000    5.910000   6.151000           0.0           71            0
2031-01-25    5.907000   6.153000    5.907000   6.153000           0.0           71            0
2031-01-26    5.889000   6.163000    5.889000   6.163000           0.0           71            0
2031-01-27    5.505000   5.962000    5.505000   5.962000           0.0           71            0
2031-01-28    4.886000   5.708000    4.886000   5.708000           0.0           71            0
2031-01-29    4.842000   5.710000    4.842000   5.710000           0.0           71            0
2031-01-30    4.752000   5.680000    4.752000   5.680000           0.0           71            0
2031-01-31    4.716000   5.680000    4.716000   5.680000           0.0           71            0
2031-02-01    4.715000   5.678000    4.715000   5.678000           0.0           71            0
2031-02-02    4.702000   5.682000    4.702000   5.682000           0.0           71            0
2031-02-03    3.861000   5.276000    3.861000   5.276000           0.0           57            0
2031-02-04    3.535000   5.216000    3.535000   5.216000           0.0           57            0
2031-02-05    3.491000   5.212000    3.491000   5.212000           0.0           57            0
2031-02-06    3.185000   5.074000    3.185000   5.074000           0.0           57            0
2031-02-07    3.160000   5.072000    3.160000   5.072000           0.0           57            0
2031-02-08    3.150000   5.071000    3.150000   5.071000           0.0           57            0
2031-02-09    3.007000   5.021000    3.007000   5.021000           0.0           57            0
2031-02-10    2.798000   4.750000    2.798000   4.750000           0.0           55            0
2031-02-11    2.786000   4.751000    2.786000   4.751000           0.0           55            0
2031-02-12    2.785000   4.751000    2.785000   4.751000           0.0           55            0
2031-02-13    2.785000   4.751000    2.785000   4.751000           0.0           55            0
2031-02-14    2.785000   4.751000    2.785000   4.751000           0.0           55            0
2031-02-15    2.785000   4.751000    2.785000   4.751000           0.0           55            0
2031-02-16    2.785000   4.751000    2.785000   4.751000           0.0           55            0
2031-02-17    2.785000   4.751000    2.785000   4.751000           0.0           55            0
2031-02-18    2.785000   4.751000    2.785000   4.751000           0.0           55            0
2031-02-19    2.785000   4.751000    2.785000   4.751000           0.0           55            0
2031-02-20    2.785000   4.751000    2.785000   4.751000           0.0           55            0
2031-02-21    2.749000   4.745000    2.749000   4.745000           0.0           55            0
2031-02-22    2.729000   4.740000    2.729000   4.740000           0.0           55            0
2031-02-23    2.720000   4.733000    2.720000   4.733000           0.0           55            0
2031-02-24    2.711000   4.729000    2.711000   4.729000           0.0           55            0
2031-02-25    2.698000   4.720000    2.698000   4.720000           0.0           55            0
2031-02-26    2.668000   4.703000    2.668000   4.703000           0.0           55            0
2031-02-27    2.648000   4.708000    2.648000   4.708000           0.0           55            0
2031-02-28    2.612000   4.700000    2.612000   4.700000           0.0           55            0
2031-03-01    2.611000   4.701000    2.611000   4.701000           0.0           55            0
2031-03-02    2.611000   4.701000    2.611000   4.701000           0.0           55            0
2031-03-03    2.611000   4.701000    2.611000   4.701000           0.0           55            0
2031-03-04    2.611000   4.701000    2.611000   4.701000           0.0           55            0
2031-03-05    2.611000   4.701000    2.611000   4.701000           0.0           55            0
2031-03-06    2.611000   4.701000    2.611000   4.701000           0.0           55            0
2031-03-07    2.611000   4.701000    2.611000   4.701000           0.0           55            0
2031-03-08    2.600000   4.682000    2.600000   4.682000           0.0           55            0
2031-03-09    2.603000   4.682000    2.603000   4.682000           0.0           55            0
2031-03-10    2.603000   4.682000    2.603000   4.682000           0.0           55            0
2031-03-11    2.596000   4.675000    2.596000   4.675000           0.0           55            0
2031-03-12    2.597000   4.675000    2.597000   4.675000           0.0           55            0
2031-03-13    2.600000   4.673000    2.600000   4.673000           0.0           55            0
2031-03-14    2.601000   4.673000    2.601000   4.673000           0.0           55            0
2031-03-15    2.601000   4.673000    2.601000   4.673000           0.0           55            0
2031-03-16    2.516000   4.574000    2.516000   4.574000           0.0           55            0
2031-03-17    2.471000   4.527000    2.471000   4.527000           0.0           55            0
2031-03-18    2.472000   4.527000    2.472000   4.527000           0.0           55            0
2031-03-19    2.477000   4.525000    2.477000   4.525000           0.0           55            0
2031-03-20    2.480000   4.495000    2.480000   4.495000           0.0           55            0
2031-03-21    2.555000   4.463000    2.555000   4.463000           0.0           55            0
2031-03-22    2.595000   4.458000    2.595000   4.458000           0.0           55            0
2031-03-23    2.635000   4.438000    2.635000   4.438000           0.0           55            0
2031-03-24    2.571000   4.270000    2.571000   4.270000           0.0           55            0
2031-03-25    2.695000   4.293000    2.695000   4.293000           0.0           55            0
2031-03-26    2.854000   4.348000    2.854000   4.348000           0.0           55            0
2031-03-27    2.966000   4.334000    2.966000   4.334000           0.0           48            0
2031-03-28    3.244000   4.538000    3.244000   4.538000           0.0           48            0
2031-03-29    3.395000   4.808000    3.395000   4.808000           0.0           45            0
2031-03-30    3.557000   5.289000    3.557000   5.289000           0.0           45            0
2031-03-31    4.036000   5.875000    4.036000   5.875000           0.0           45            0
2031-04-01    5.322000   6.669000    5.322000   6.669000           0.0           45            0
2031-04-02    6.638000   7.361000    6.638000   7.361000           0.0           45            0
2031-04-03    7.432000   8.218000    7.432000   8.218000           0.0           42            0
2031-04-04    8.731000   8.965000    8.731000   8.965000           0.0           40            0
2031-04-05    9.789000   9.819000    9.789000   9.819000           0.0           39            0
2031-04-06   10.848000  10.938000   10.848000  10.938000           0.0           33            0
2031-04-07   12.094000  11.857000   12.094000  11.857000           0.0           33            0
2031-04-08   13.620000  12.900000   13.620000  12.900000           0.0           32            0
2031-04-09   15.617000  13.787000   15.617000  13.787000           0.0           30            0
2031-04-10   17.160999  14.626000   17.160999  14.626000           0.0           30            0
2031-04-11   18.333000  15.848000   18.333000  15.848000           0.0           25            0
2031-04-12   20.202000  16.764000   20.202000  16.764000           0.0           26            0
2031-04-13   21.315001  17.934000   21.315001  17.934000           0.0           15            0
2031-04-14   22.483000  19.204000   22.483000  19.204000           0.0           24            0
2031-04-15   23.858000  20.083000   23.858000  20.083000           0.0           24            0
2031-04-16   24.358000  22.148001   24.358000  22.148001           0.0           23            0
2031-04-17   26.295000  22.893000   26.295000  22.893000           0.0           16            0
2031-04-18   26.347000  22.639999   26.347000  22.639999           0.0           18            0
2031-04-19   27.705000  22.624001   27.705000  22.624001           0.0           18            0
2031-04-20   29.236000  22.756001   29.236000  22.756001           0.0           13            0
2031-04-21   30.625999  22.976999   30.625999  22.976999           0.0           22            0
2031-04-22   31.264000  23.798000   31.264000  23.798000           0.0           17            0
2031-04-23   31.672001  24.643999   31.672001  24.643999           0.0           19            0
2031-04-24   33.271000  25.090000   33.271000  25.090000           0.0           19            0
2031-04-25   34.388000  24.587000   34.388000  24.587000           0.0           13            0
2031-04-26   34.278999  25.280001   34.278999  25.280001           0.0           20            0
2031-04-27   33.888000  23.926001   33.888000  23.926001           0.0           15            0
2031-04-28   35.886002  24.790001   35.886002  24.790001           0.0           22            0
2031-04-29   38.303001  25.816999   38.303001  25.816999           0.0           17            0
2031-04-30   40.612000  26.995001   40.612000  26.995001           0.0           12            0
2031-05-01   43.925999  28.252001   43.925999  28.252001           0.0           10            0
2031-05-02   46.479000  29.474001   46.479000  29.474001           0.0           10            0
2031-05-03   48.682999  29.488001   48.682999  29.488001           0.0           11            0
2031-05-04   51.814999  29.566999   51.814999  29.566999           0.0           12            0
2031-05-05   56.292000  30.257000   56.292000  30.257000           0.0           13            0
2031-05-06   59.168999  30.947001   59.168999  30.947001           0.0            9            0
2031-05-07   62.473999  31.650000   62.473999  31.650000           0.0            5            0
2031-05-08   65.394997  32.389999   65.394997  32.389999           0.0            4            0
2031-05-09   69.056000  33.164001   69.056000  33.164001           0.0           10            0
2031-05-10   71.130997  33.997002   71.130997  33.997002           0.0            8            0
2031-05-11   73.546997  36.262001   73.546997  36.262001           0.0            5            0
2031-05-12   77.586998  37.541000   77.586998  37.541000           0.0            6            0
2031-05-13   80.599998  37.634998   80.599998  37.634998           0.0           10            0
2031-05-14   79.764000  36.014999   79.764000  36.014999           0.0            5            0
2031-05-15   81.459000  38.782001   81.459000  38.782001           0.0            5            0
2031-05-16   83.945999  38.914001   83.945999  38.914001           0.0            6            0
2031-05-17   86.908997  40.709999   86.908997  40.709999           0.0           11            0
2031-05-18   91.249001  41.719002   91.249001  41.719002           0.0            4            0
2031-05-19   94.769997  43.362000   94.769997  43.362000           0.0            8            0
2031-05-20   97.889999  44.851002   97.889999  44.851002           0.0            5            0
2031-05-21   99.528000  47.512001   99.528000  47.512001           0.0            3            0
2031-05-22  101.859001  49.224998  101.859001  49.224998           0.0            6            0
2031-05-23  103.867996  49.792999  103.867996  49.792999           0.0            4            0
2031-05-24  107.640999  50.549000  107.640999  50.549000           0.0            5            0
2031-05-25  110.306000  51.817001  110.306000  51.817001           0.0            4            0
2031-05-26  113.431999  51.838001  113.431999  51.838001           0.0            5            0
2031-05-27  116.259003  53.465000  116.259003  53.465000           0.0            9            0
2031-05-28  115.002998  57.537998  115.002998  57.537998           0.0            1            0
2031-05-29  117.642998  58.530998  117.642998  58.530998           0.0            3            0
2031-05-30  118.983002  59.012001  118.983002  59.012001           0.0            5            0
2031-05-31  123.143997  59.813999  123.143997  59.813999           0.0            4            0
2031-06-01  128.628998  60.603001  128.628998  60.603001           0.0            9            0
2031-06-02  134.076996  61.229000  134.076996  61.229000           0.0            2            0
2031-06-03  139.151001  62.188999  139.151001  62.188999           0.0            5            0
2031-06-04  141.162003  63.314999  141.162003  63.314999           0.0            2            0
2031-06-05  143.276993  64.388000  143.276993  64.388000           0.0            4            0
2031-06-06  146.447006  66.489998  146.447006  66.489998           0.0            4            0
2031-06-07  148.634003  68.507004  148.634003  68.507004           0.0            6            0
2031-06-08  150.921005  72.067001  150.921005  72.067001           0.0            2            0
2031-06-09  155.442993  72.922997  155.442993  72.922997           0.0            3            0
2031-06-10  160.195999  74.136002  160.195999  74.136002           0.0            2            0
2031-06-11  163.917999  75.728996  163.917999  75.728996           0.0            1            0
2031-06-12  167.807007  78.162003  167.807007  78.162003           0.0            2            0
2031-06-13  170.985001  79.969002  170.985001  79.969002           0.0            4            0
2031-06-14  172.826996  83.670998  172.826996  83.670998           0.0            5            0
2031-06-15  173.337997  85.237999  173.337997  85.237999           0.0            6            0
2031-06-16  176.210007  84.077003  176.210007  84.077003           0.0            3            0
2031-06-17  178.671005  85.253998  178.671005  85.253998           0.0            7            0
2031-06-19  180.876999  90.014000  180.876999  90.014000           0.0            1            0
2031-06-20  181.899002  91.037003  181.899002  91.037003           0.0            4            0
2031-06-22  189.957001  94.181999  189.957001  94.181999           0.0            1            0
2031-06-23  192.251007  96.036003  192.251007  96.036003           0.0            3            0
2031-06-24  195.292007  96.623001  195.292007  96.623001           0.0            1            0
2031-06-25  200.972000  98.052002  200.972000  98.052002           0.0            2            0
2031-06-26  205.283997  97.663002  205.283997  97.663002           0.0            2            0
2031-06-28  211.132996  95.403999  211.132996  95.403999           0.0            2            0
2031-06-29  214.350006  91.275002  214.350006  91.275002           0.0            1            0
2031-06-30  218.431000  90.953003  218.431000  90.953003           0.0            1            0
2031-07-01  223.097000  93.207001  223.097000  93.207001           0.0            2            0
2031-07-02  228.656998  95.107002  228.656998  95.107002           0.0            1            0
2031-07-03  232.425995  98.230003  232.425995  98.230003           0.0            2            0
2031-07-04  229.531006 100.185997  229.531006 100.185997           0.0            3            0
2031-07-05  229.393997  96.486000  229.393997  96.486000           0.0            1            0
2031-07-06  231.473999  95.931000  231.473999  95.931000           0.0            3            0
2031-07-07  234.792999  96.861000  234.792999  96.861000           0.0            1            0
2031-07-08  238.412994  97.911003  238.412994  97.911003           0.0            2            0
2031-07-11  242.149994 105.008003  242.149994 105.008003           0.0            1            0
2031-07-12  242.438995 105.996002  242.438995 105.996002           0.0            1            0
2031-07-14  244.132996 103.031998  244.132996 103.031998           0.0            3            0
2031-07-15  243.218994 105.227997  243.218994 105.227997           0.0            2            0
2031-07-16  246.792999 106.610001  246.792999 106.610001           0.0            3            0
2031-07-17  249.343994 106.225998  249.343994 106.225998           0.0            2            0
2031-07-18  250.080002 105.992996  250.080002 105.992996           0.0            2            0
2031-07-19  245.306000 104.780998  245.306000 104.780998           0.0            1            0
2031-07-20  243.985001 106.723000  243.985001 106.723000           0.0            2            0
2031-07-21  245.931000 108.175003  245.931000 108.175003           0.0            1            0
2031-07-29  264.320007 114.404999  264.320007 114.404999           0.0            1            0
2031-08-01  267.096985 116.077003  267.096985 116.077003           0.0            1            0
2031-08-03  269.217987 114.527000  269.217987 114.527000           0.0            1            0
2031-08-04  272.574005 114.355003  272.574005 114.355003           0.0            1            0
2031-08-05  277.639008 114.431999  277.639008 114.431999           0.0            2            0
2031-08-11  279.015991 110.933998  279.015991 110.933998           0.0            2            0
2031-08-12  277.216003 112.500000  277.216003 112.500000           0.0            3            0
2031-08-13  281.417999 113.283997  281.417999 113.283997           0.0            2            0
2031-08-14  286.734009 114.024002  286.734009 114.024002           0.0            2            0
2031-08-15  289.385986 110.941002  289.385986 110.941002           0.0            1            0
2031-08-16  285.390015 116.643997  285.390015 116.643997           0.0            2            0
2031-08-17  286.622009 119.952003  286.622009 119.952003           0.0            2            0
2031-08-18  288.950989 118.915001  288.950989 118.915001           0.0            1            0
2031-08-20  289.304993 119.227997  289.304993 119.227997           0.0            2            0
2031-08-22  277.576996 115.443001  277.576996 115.443001           0.0            1            0
2031-08-25  277.579010 110.971001  277.579010 110.971001           0.0            2            0
2031-08-27  273.971985 111.429001  273.971985 111.429001           0.0            3            0
2031-08-28  275.950012 111.069000  275.950012 111.069000           0.0            1            0
2031-08-30  279.903015 112.077003  279.903015 112.077003           0.0            1            0
2031-09-01  278.667999 117.353996  278.667999 117.353996           0.0            1            0
2031-09-02  274.533997 119.628998  274.533997 119.628998           0.0            1            0
2031-09-05  265.730988 128.417999  265.730988 128.417999           0.0            1            0
2031-09-07  262.317993 128.317993  262.317993 128.317993           0.0            3            0
2031-09-08  257.162994 130.393997  257.162994 130.393997           0.0            1            0
2031-09-10  251.860001 134.192993  251.860001 134.192993           0.0            3            0
2031-09-11  250.692001 135.925995  250.692001 135.925995           0.0            2            0
2031-09-12  246.757996 135.054001  246.757996 135.054001           0.0            1            0
2031-09-13  247.505005 135.031006  247.505005 135.031006           0.0            1            0
2031-09-15  237.126999 134.225998  237.126999 134.225998           0.0            2            0
2031-09-17  238.595001 135.815002  238.595001 135.815002           0.0            1            0
2031-09-18  235.699997 133.554001  235.699997 133.554001           0.0            1            0
2031-09-19  235.373001 135.162994  235.373001 135.162994           0.0            2            0
2031-09-20  234.134995 135.513000  234.134995 135.513000           0.0            3            0
2031-09-23  220.835007 140.955002  220.835007 140.955002           0.0            2            0
2031-09-24  218.427002 143.054993  218.427002 143.054993           0.0            1            0
2031-09-25  213.742996 142.386993  213.742996 142.386993           0.0            3            0
2031-09-28  216.791000 142.115997  216.791000 142.115997           0.0            2            0
2031-09-29  213.899002 142.660004  213.899002 142.660004           0.0            2            0
2031-09-30  212.585007 143.311996  212.585007 143.311996           0.0            2            0
2031-10-01  211.382996 144.022995  211.382996 144.022995           0.0            2            0
2031-10-02  211.156006 143.479996  211.156006 143.479996           0.0            2            0
2031-10-06  201.841003 141.561005  201.841003 141.561005           0.0            1            0
2031-10-07  201.539993 141.229004  201.539993 141.229004           0.0            1            0
2031-10-09  200.263000 139.028000  200.263000 139.028000           0.0            2            0
2031-10-10  200.938004 138.792007  200.938004 138.792007           0.0            1            0
2031-10-11  201.080994 138.923004  201.080994 138.923004           0.0            2            0
2031-10-14  200.925995 136.529999  200.925995 136.529999           0.0            1            0
2031-10-15  199.815994 135.285995  199.815994 135.285995           0.0            1            0
2031-10-16  199.360001 135.348007  199.360001 135.348007           0.0            1            0
2031-10-17  199.117004 134.735992  199.117004 134.735992           0.0            1            0
2031-10-19  191.705002 135.108994  191.705002 135.108994           0.0            1            0
2031-10-20  192.552994 135.173996  192.552994 135.173996           0.0            2            0
2031-10-21  191.033997 134.667007  191.033997 134.667007           0.0            1            0
2031-10-22  190.645004 134.770996  190.645004 134.770996           0.0            2            0
2031-10-23  190.509995 135.419006  190.509995 135.419006           0.0            2            0
2031-10-24  187.703995 136.074997  187.703995 136.074997           0.0            2            0
2031-10-25  186.209000 136.401001  186.209000 136.401001           0.0            1            0
2031-10-26  183.320007 135.356995  183.320007 135.356995           0.0            1            0
2031-10-27  178.910995 136.095001  178.910995 136.095001           0.0            2            0
2031-10-28  175.753998 137.528000  175.753998 137.528000           0.0            2            0
2031-10-29  175.300995 136.837997  175.300995 136.837997           0.0            3            0
2031-10-30  173.839996 134.688004  173.839996 134.688004           0.0            1            0
2031-10-31  173.139008 134.751999  173.139008 134.751999           0.0            1            0
2031-11-01  171.164993 135.643005  171.164993 135.643005           0.0            1            0
2031-11-02  168.994995 137.283005  168.994995 137.283005           0.0            1            0
2031-11-03  168.117996 136.970993  168.117996 136.970993           0.0            1            0
2031-11-04  167.617004 137.085999  167.617004 137.085999           0.0            1            0
2031-11-05  167.093994 137.179001  167.093994 137.179001           0.0            1            0
2031-11-06  165.919998 137.072006  165.919998 137.072006           0.0            1            0
2031-11-07  163.158997 136.654007  163.158997 136.654007           0.0            1            0
2031-11-08  161.561996 136.084000  161.561996 136.084000           0.0            1            0
2031-11-09  161.542999 136.130005  161.542999 136.130005           0.0            1            0
2031-11-10  161.442001 136.264999  161.442001 136.264999           0.0            1            0
2031-11-11  161.194000 136.503006  161.194000 136.503006           0.0            1            0
2031-11-12  161.089996 136.432007  161.089996 136.432007           0.0            1            0
2031-11-13  160.884003 136.541000  160.884003 136.541000           0.0            1            0
2031-11-14  160.375000 135.830994  160.375000 135.830994           0.0            1            0
2031-11-15  159.119995 135.207993  159.119995 135.207993           0.0            1            0
2031-11-16  158.876007 135.339005  158.876007 135.339005           0.0            1            0
2031-11-17  158.876999 135.378998  158.876999 135.378998           0.0            1            0
2031-11-18  158.878006 135.382996  158.878006 135.382996           0.0            1            0
2031-11-19  158.679001 135.425003  158.679001 135.425003           0.0            1            0
2031-11-20  157.774002 135.195007  157.774002 135.195007           0.0            1            0
2031-11-21  157.436996 135.274994  157.436996 135.274994           0.0            1            0
2031-11-22  155.529999 133.761002  155.529999 133.761002           0.0            1            0
2031-11-23  154.787003 133.423004  154.787003 133.423004           0.0            1            0
2031-11-24  154.095001 133.369003  154.095001 133.369003           0.0            1            0
2031-11-25  153.255005 133.623993  153.255005 133.623993           0.0            1            0
2031-11-26  152.766998 133.748001  152.766998 133.748001           0.0            1            0
2031-11-27  152.507996 133.634995  152.507996 133.634995           0.0            1            0
2031-11-28  149.865997 134.173004  149.865997 134.173004           0.0            1            0
2031-12-16  133.356995 133.451996  133.356995 133.451996           0.0            1            0
2031-12-17  132.628998 133.725998  132.628998 133.725998           0.0            1            0
2031-12-18  130.580002 132.871002  130.580002 132.871002           0.0            1            0
2031-12-19  127.906998 129.166000  127.906998 129.166000           0.0            1            0
2031-12-20  126.766998 129.807007  126.766998 129.807007           0.0            1            0
2031-12-21  126.031998 129.384003  126.031998 129.384003           0.0            1            0
2031-12-22  125.644997 129.360001  125.644997 129.360001           0.0            1            0
2031-12-23  124.357002 128.783997  124.357002 128.783997           0.0            1            0
2031-12-24  123.749001 128.675995  123.749001 128.675995           0.0            1            0
2031-12-25  123.749001 128.675995  123.749001 128.675995           0.0            1            0
2031-12-26  123.426003 128.658997  123.426003 128.658997           0.0            1            0
2031-12-27  123.380997 128.673004  123.380997 128.673004           0.0            1            0
2031-12-28  122.844002 128.927994  122.844002 128.927994           0.0            1            0
2031-12-29  122.752998 128.912003  122.752998 128.912003           0.0            1            0
2031-12-30  122.714996 128.903000  122.714996 128.903000           0.0            1            0
2031-12-31  122.627998 128.947006  122.627998 128.947006           0.0            1            0

================================================================================
ISI - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
2031-01-01       2.731      1.614       2.731      1.614         0.000         4512            0
2031-01-02       1.728      1.271       1.728      1.271         0.000         5963            0
2031-01-03       1.344      1.102       1.344      1.102         0.000         6641            0
2031-01-04       1.162      1.008       1.162      1.008         0.000         6831            0
2031-01-05       0.952      0.715       0.952      0.715         0.000         7270            0
2031-01-06       0.815      0.797       0.815      0.797         0.000         7805            0
2031-01-07       0.924      0.965       0.924      0.965         0.000         7856            0
2031-01-08       0.763      0.811       0.763      0.811         0.000         8331            0
2031-01-09       0.769      0.876       0.769      0.876         0.000         8539            0
2031-01-10       0.643      0.634       0.643      0.634         0.000         8449            0
2031-01-11       0.673      0.609       0.673      0.609         0.000         8392            0
2031-01-12       0.746      0.595       0.746      0.595         0.000         8200            0
2031-01-13       0.760      0.627       0.760      0.627         0.000         8014            0
2031-01-14       0.784      0.696       0.784      0.696         0.000         8018            0
2031-01-15       0.788      0.558       0.788      0.558         0.000         7920            0
2031-01-16       0.770      0.541       0.770      0.541         0.000         7966            0
2031-01-17       0.809      0.581       0.809      0.581         0.000         7736            0
2031-01-18       0.798      0.516       0.798      0.516         0.000         7799            0
2031-01-19       0.940      0.704       0.940      0.704         0.000         7886            0
2031-01-20       0.928      0.844       0.928      0.844         0.000         8108            0
2031-01-21       0.827      0.787       0.827      0.787         0.000         8101            0
2031-01-22       0.814      0.660       0.814      0.660         0.000         8236            0
2031-01-23       0.877      0.649       0.877      0.649         0.000         8127            0
2031-01-24       1.095      0.882       1.095      0.882         0.000         7879            0
2031-01-25       1.085      0.755       1.085      0.755         0.000         7766            0
2031-01-26       1.037      0.698       1.037      0.698         0.000         7697            0
2031-01-27       0.997      0.663       0.997      0.663         0.000         7805            0
2031-01-28       0.877      0.779       0.877      0.779         0.000         8218            0
2031-01-29       0.735      0.651       0.735      0.651         0.000         8307            0
2031-01-30       0.644      0.521       0.644      0.521         0.000         8189            0
2031-01-31       0.668      0.463       0.668      0.463         0.000         8117            0
2031-02-01       0.763      0.465       0.763      0.465         0.000         7731            0
2031-02-02       0.875      0.589       0.875      0.589         0.000         7704            0
2031-02-03       0.740      0.652       0.740      0.652         0.000         8151            0
2031-02-04       0.735      0.776       0.735      0.776         0.000         8605            0
2031-02-05       0.671      0.588       0.671      0.588         0.000         8653            0
2031-02-06       0.670      0.606       0.670      0.606         0.000         8782            0
2031-02-07       0.718      0.523       0.718      0.523         0.000         8591            0
2031-02-08       0.834      0.501       0.834      0.501         0.000         8077            0
2031-02-09       0.850      0.478       0.850      0.478         0.000         7682            0
2031-02-10       0.772      0.458       0.772      0.458         0.000         7629            0
2031-02-11       0.761      0.475       0.761      0.475         0.000         7680            0
2031-02-12       0.971      0.636       0.971      0.636         0.000         7506            0
2031-02-13       1.134      0.799       1.134      0.799         0.000         7420            0
2031-02-14       1.090      0.663       1.090      0.663         0.000         7231            0
2031-02-15       1.039      0.559       1.039      0.559         0.000         6962            0
2031-02-16       1.099      0.701       1.099      0.701         0.000         6747            0
2031-02-17       1.168      0.742       1.168      0.742         0.000         6583            0
2031-02-18       1.233      0.736       1.233      0.736         0.000         6473            0
2031-02-19       1.143      0.620       1.143      0.620         0.000         6436            0
2031-02-20       1.107      0.558       1.107      0.558         0.000         6364            0
2031-02-21       1.106      0.724       1.106      0.724         0.000         6752            0
2031-02-22       0.973      0.684       0.973      0.684         0.000         7062            0
2031-02-23       0.949      0.611       0.949      0.611         0.000         7240            0
2031-02-24       0.970      0.685       0.970      0.685         0.000         7258            0
2031-02-25       0.880      0.614       0.880      0.614         0.000         7474            0
2031-02-26       0.889      0.555       0.889      0.555         0.000         7457            0
2031-02-27       0.905      0.597       0.905      0.597         0.000         7333            0
2031-02-28       1.006      0.635       1.006      0.635         0.000         7251            0
2031-03-01       1.157      0.739       1.157      0.739         0.000         7239            0
2031-03-02       1.132      0.775       1.132      0.775         0.000         7362            0
2031-03-03       1.331      0.806       1.331      0.806         0.000         7155            0
2031-03-04       1.355      0.736       1.355      0.736         0.000         6970            0
2031-03-05       1.379      0.627       1.379      0.627         0.000         6650            0
2031-03-06       1.490      0.571       1.490      0.571         0.000         6449            0
2031-03-07       1.514      0.610       1.514      0.610         0.000         6199            0
2031-03-08       1.691      0.764       1.691      0.764         0.000         6257            0
2031-03-09       1.567      0.673       1.567      0.673         0.000         6483            0
2031-03-10       1.429      0.707       1.429      0.707         0.000         6621            0
2031-03-11       1.483      0.792       1.483      0.792         0.000         6701            0
2031-03-12       1.289      0.681       1.289      0.681         0.000         6827            0
2031-03-13       1.345      0.699       1.345      0.699         0.000         6727            0
2031-03-14       1.390      0.707       1.390      0.707         0.000         6683            0
2031-03-15       1.454      0.714       1.454      0.714         0.000         6768            0
2031-03-16       1.435      0.732       1.435      0.732         0.000         6837            0
2031-03-17       1.494      0.886       1.494      0.886         0.000         7179            0
2031-03-18       1.491      0.769       1.491      0.769         0.000         7049            0
2031-03-19       1.555      0.699       1.555      0.699         0.000         6803            0
2031-03-20       1.472      0.742       1.472      0.742         0.000         6717            0
2031-03-21       1.195      0.685       1.195      0.685         0.000         6962            0
2031-03-22       1.124      0.621       1.124      0.621         0.000         6917            0
2031-03-23       1.082      0.620       1.082      0.620         0.000         7284            0
2031-03-24       1.054      0.690       1.054      0.690         0.000         7485            0
2031-03-25       1.275      0.748       1.275      0.748         0.000         7371            0
2031-03-26       1.452      0.865       1.452      0.865         0.000         7131            0
2031-03-27       1.763      1.103       1.763      1.103         0.000         7047            0
2031-03-28       1.873      1.191       1.873      1.191         0.000         7092            0
2031-03-29       1.854      1.549       1.854      1.549         0.000         7409            0
2031-03-30       1.912      1.883       1.912      1.883         0.000         7624            0
2031-03-31       1.897      1.620       1.897      1.620         0.000         7403            0
2031-04-01       2.001      1.735       2.001      1.735         0.000         7499            0
2031-04-02       2.154      1.561       2.154      1.561         0.000         7319            0
2031-04-03       1.957      2.401       1.957      2.401         0.000         7674            0
2031-04-04       2.440      2.921       2.440      2.921         0.000         7849            0
2031-04-05       2.294      2.708       2.294      2.708         0.000         8002            0
2031-04-06       2.867      3.797       2.867      3.797         0.000         7782            0
2031-04-07       3.410      3.902       3.410      3.902         0.000         7600            0
2031-04-08       3.513      3.847       3.513      3.847         0.000         7646            0
2031-04-09       3.327      3.019       3.327      3.019         0.000         7292            0
2031-04-10       3.598      3.051       3.598      3.051         0.000         7142            0
2031-04-11       3.844      3.576       3.844      3.576         0.000         7319            0
2031-04-12       3.830      3.289       3.830      3.289         0.000         7259            0
2031-04-13       4.176      3.386       4.176      3.386         0.000         7105            0
2031-04-14       3.635      3.073       3.635      3.073         0.000         7088            0
2031-04-15       2.993      2.805       2.993      2.805         0.000         7124            0
2031-04-16       3.111      3.241       3.111      3.241         0.000         7317            0
2031-04-17       3.838      3.801       3.838      3.801         0.000         7259            0
2031-04-18       4.324      4.795       4.324      4.795         0.000         7363            0
2031-04-19       4.039      3.606       4.039      3.606         0.000         7337            0
2031-04-20       4.004      3.320       4.004      3.320         0.000         7255            0
2031-04-21       3.820      2.748       3.820      2.748         0.000         7128            0
2031-04-22       3.684      2.665       3.684      2.665         0.000         7231            0
2031-04-23       3.395      2.753       3.395      2.753         0.000         7146            0
2031-04-24       3.350      2.624       3.350      2.624         0.000         7108            0
2031-04-25       3.976      3.205       3.976      3.205         0.000         7121            0
2031-04-26       3.598      2.973       3.598      2.973         0.000         7182            3
2031-04-27       2.736      2.290       2.735      2.290         0.133         7254            6
2031-04-28       3.474      2.944       3.472      2.944         0.085         7428            6
2031-04-29       3.762      2.830       3.760      2.830         0.101         7477           11
2031-04-30       5.076      4.386       5.072      4.386         0.142         7363           11
2031-05-01       4.200      3.559       4.197      3.559         0.134         7269           11
2031-05-02       3.486      3.016       3.484      3.015         0.315         7435           11
2031-05-03       3.553      3.187       3.551      3.186         0.382         7389           11
2031-05-04       3.939      3.058       3.937      3.058         0.481         7275           11
2031-05-05       3.911      2.575       3.909      2.575         0.150         7097           11
2031-05-06       3.965      2.618       3.964      2.618         0.132         6944           11
2031-05-07       4.276      2.860       4.275      2.860         0.129         6957           11
2031-05-08       4.689      3.815       4.688      3.814         0.111         7160           11
2031-05-09       4.867      4.564       4.866      4.562         0.070         7086           11
2031-05-10       4.631      3.963       4.630      3.962         0.035         7256           11
2031-05-11       4.436      3.676       4.437      3.675         0.013         7584           11
2031-05-12       3.981      3.173       3.981      3.172         0.006         7369           11
2031-05-13       3.861      3.224       3.861      3.223         0.011         7404           11
2031-05-14       3.696      3.452       3.695      3.451         0.000         7908           11
2031-05-15       5.068      6.161       5.065      6.160         0.000         7837           11
2031-05-16       4.729      4.421       4.726      4.420         0.000         7611           11
2031-05-17       4.027      3.809       4.024      3.809         0.000         7615           11
2031-05-18       4.928      4.571       4.924      4.571         0.000         7414           11
2031-05-19       5.170      4.312       5.166      4.311         0.000         7333           11
2031-05-20       5.060      3.989       5.056      3.989         0.000         7233           11
2031-05-21       5.270      4.713       5.266      4.712         0.000         7183           11
2031-05-22       5.628      5.013       5.625      5.012         0.000         7154           11
2031-05-23       5.181      5.238       5.180      5.236         0.000         7480           11
2031-05-24       4.678      4.358       4.676      4.356         0.000         7409           11
2031-05-25       4.808      4.386       4.805      4.386         0.000         7524           11
2031-05-26       3.976      3.858       3.974      3.857         0.000         7549           11
2031-05-27       3.448      3.431       3.448      3.429         0.000         7457           11
2031-05-28       3.083      3.173       3.083      3.172         0.000         8176           11
2031-05-29       3.576      3.492       3.575      3.490         0.000         8035           11
2031-05-30       3.576      3.660       3.577      3.659         0.000         7892           11
2031-05-31       4.491      3.770       4.494      3.772         0.000         7625           11
2031-06-01       6.274      4.536       6.280      4.541         0.000         7451           11
2031-06-02       6.735      5.461       6.746      5.477         0.000         7267           11
2031-06-03       5.395      4.985       5.393      4.983         0.000         7305           11
2031-06-04       4.579      5.195       4.575      5.194         0.000         7686           11
2031-06-05       4.040      4.485       4.037      4.484         0.000         7990           11
2031-06-06       3.917      4.257       3.916      4.256         0.000         7924           11
2031-06-07       4.672      4.922       4.671      4.920         0.000         7713           11
2031-06-08       4.579      4.300       4.576      4.299         0.000         7723           11
2031-06-09       5.085      5.100       5.083      5.099         0.000         7400           11
2031-06-10       5.199      5.295       5.196      5.294         0.000         7465           11
2031-06-11       5.521      5.687       5.517      5.686         0.000         7540           11
2031-06-12       4.884      4.560       4.880      4.560         0.000         7688           11
2031-06-13       4.043      4.238       4.039      4.238         0.001         7694           11
2031-06-14       4.639      5.858       4.635      5.856         0.004         7970           11
2031-06-15       3.383      4.809       3.381      4.807         0.009         8166           11
2031-06-16       2.476      2.541       2.475      2.540         0.025         8272           11
2031-06-17       3.124      2.823       3.123      2.822         0.003         8075           11
2031-06-18       2.908      2.634       2.907      2.633         0.006         8072           11
2031-06-19       3.577      4.121       3.575      4.120         0.019         8149           11
2031-06-20       5.325      6.993       5.327      6.991         0.024         8200           11
2031-06-21       4.208      5.528       4.207      5.526         0.017         7917           11
2031-06-22       4.176      4.670       4.176      4.668         0.039         7909           11
2031-06-23       4.336      4.351       4.334      4.350         0.033         7754           11
2031-06-24       4.755      4.366       4.752      4.366         0.075         7656           11
2031-06-25       4.853      4.160       4.852      4.160         0.025         7254           11
2031-06-26       4.750      3.465       4.749      3.464         0.015         7226           11
2031-06-27       5.361      3.899       5.357      3.899         0.021         7186           11
2031-06-28       4.732      3.255       4.729      3.256         0.016         7190           11
2031-06-29       4.780      2.713       4.777      2.714         0.008         7103           11
2031-06-30       5.074      3.450       5.074      3.449         0.004         7138           11
2031-07-01       4.941      3.956       4.942      3.955         0.001         7174           11
2031-07-02       4.457      3.504       4.457      3.503         0.000         7199           11
2031-07-03       3.967      3.339       3.965      3.338         0.000         7442           11
2031-07-04       3.747      3.436       3.745      3.435         0.000         7775           11
2031-07-05       3.465      3.073       3.466      3.073         0.000         7740           11
2031-07-06       3.411      3.290       3.413      3.289         0.000         7681           11
2031-07-07       3.109      3.000       3.111      3.000         0.000         7834           11
2031-07-08       2.830      2.878       2.836      2.884         0.000         7656           11
2031-07-09       3.512      2.775       3.516      2.779         0.000         7597           11
2031-07-10       3.866      3.148       3.873      3.158         0.000         7594           11
2031-07-11       4.088      3.938       4.095      3.944         0.000         7744           11
2031-07-12       3.781      3.704       3.784      3.707         0.000         7865           11
2031-07-13       3.765      3.670       3.765      3.671         0.000         7875           11
2031-07-14       3.385      3.298       3.385      3.297         0.000         7778           11
2031-07-15       3.298      3.305       3.299      3.303         0.000         7926           11
2031-07-16       4.126      3.765       4.127      3.764         0.000         7660           11
2031-07-17       3.539      3.174       3.542      3.177         0.000         7531           11
2031-07-18       3.433      3.186       3.436      3.188         0.000         7982           11
2031-07-19       2.479      2.443       2.481      2.443         0.000         8312           11
2031-07-20       2.580      2.357       2.580      2.356         0.000         8174           11
2031-07-21       2.616      2.375       2.616      2.375         0.000         8134           11
2031-07-22       2.500      2.518       2.501      2.518         0.000         7909           11
2031-07-23       2.766      2.511       2.768      2.510         0.000         7826           11
2031-07-24       3.381      2.579       3.382      2.578         0.000         7496           11
2031-07-25       3.533      2.894       3.534      2.893         0.000         7463           11
2031-07-26       3.420      3.128       3.422      3.127         0.000         7483           11
2031-07-27       2.697      2.802       2.700      2.803         0.000         7695           11
2031-07-28       2.484      2.457       2.486      2.459         0.000         7820           11
2031-07-29       2.485      2.400       2.486      2.401         0.000         7740           11
2031-07-30       2.133      2.322       2.132      2.322         0.000         8078           11
2031-07-31       2.087      1.881       2.087      1.880         0.000         8107           11
2031-08-01       2.479      2.191       2.479      2.190         0.000         7969           11
2031-08-02       3.293      2.650       3.294      2.649         0.000         7907           11
2031-08-03       3.814      2.701       3.816      2.700         0.000         7525           11
2031-08-04       3.900      2.717       3.901      2.717         0.000         7237           11
2031-08-05       4.225      2.978       4.228      2.979         0.000         7370           11
2031-08-06       4.078      3.371       4.084      3.377         0.000         7270           11
2031-08-07       3.786      3.625       3.790      3.628         0.000         7961           11
2031-08-08       3.907      3.774       3.909      3.775         0.000         7785           11
2031-08-09       4.010      2.725       4.011      2.724         0.000         7614           11
2031-08-10       3.892      2.609       3.893      2.608         0.000         7276           11
2031-08-11       3.639      3.296       3.645      3.303         0.000         7508           11
2031-08-12       4.453      3.558       4.456      3.558         0.000         7746           11
2031-08-13       4.651      3.145       4.652      3.144         0.000         7326           11
2031-08-14       4.646      3.201       4.648      3.200         0.000         7218           11
2031-08-15       4.637      3.483       4.639      3.485         0.000         7050           11
2031-08-16       4.330      3.468       4.336      3.476         0.000         7244           11
2031-08-17       4.801      3.635       4.808      3.643         0.000         7506           11
2031-08-18       4.358      3.378       4.357      3.377         0.000         7529           11
2031-08-19       3.401      2.930       3.401      2.930         0.000         7497           11
2031-08-20       2.737      2.257       2.737      2.257         0.000         7748           11
2031-08-21       2.262      2.209       2.261      2.209         0.000         8329           11
2031-08-22       2.145      2.278       2.144      2.278         0.000         8416           11
2031-08-23       2.798      2.582       2.797      2.581         0.000         8273           11
2031-08-24       2.883      2.904       2.882      2.903         0.000         7873           11
2031-08-25       2.372      2.658       2.371      2.657         0.000         8028           11
2031-08-26       1.642      2.097       1.642      2.097         0.002         8582           11
2031-08-27       1.931      1.869       1.929      1.869         0.021         8455           11
2031-08-28       2.122      1.930       2.120      1.930         0.027         8204           11
2031-08-29       2.889      2.734       2.887      2.733         0.005         7726           11
2031-08-30       2.972      2.861       2.970      2.861         0.004         7614           11
2031-08-31       2.329      2.357       2.327      2.356         0.000         7864           11
2031-09-01       2.345      2.666       2.344      2.665         0.000         8262           11
2031-09-02       2.270      2.937       2.269      2.936         0.000         8596           11
2031-09-03       1.931      2.009       1.930      2.009         0.000         8684           11
2031-09-04       1.850      2.098       1.849      2.098         0.000         8741           11
2031-09-05       1.777      1.830       1.776      1.830         0.000         8531           11
2031-09-06       1.709      1.744       1.708      1.743         0.000         8464           11
2031-09-07       1.440      1.649       1.440      1.648         0.000         8628           11
2031-09-08       1.735      2.330       1.735      2.329         0.000         8634           11
2031-09-09       1.667      2.098       1.668      2.098         0.000         8786           11
2031-09-10       1.588      1.582       1.588      1.582         0.000         8765           11
2031-09-11       1.371      1.560       1.371      1.559         0.000         8652           11
2031-09-12       1.379      1.639       1.380      1.638         0.000         8753           11
2031-09-13       1.424      1.331       1.424      1.331         0.000         8575           11
2031-09-14       1.289      1.254       1.291      1.255         0.000         8533           11
2031-09-15       1.169      1.213       1.173      1.220         0.000         8759           11
2031-09-16       1.289      1.238       1.291      1.240         0.000         8736           11
2031-09-17       1.213      1.249       1.215      1.252         0.000         8436           11
2031-09-18       1.029      1.240       1.032      1.245         0.000         8503           11
2031-09-19       0.955      1.236       0.956      1.236         0.000         8905           11
2031-09-20       0.785      0.906       0.784      0.905         0.000         8889           11
2031-09-21       0.765      1.166       0.765      1.166         0.000         9145           11
2031-09-22       0.806      1.178       0.805      1.178         0.000         9460           11
2031-09-23       0.822      1.065       0.821      1.064         0.000         9397           11
2031-09-24       0.990      1.071       0.990      1.071         0.000         9079           11
2031-09-25       1.105      1.162       1.105      1.161         0.000         8985           11
2031-09-26       1.462      1.340       1.462      1.339         0.000         8708           11
2031-09-27       1.821      1.505       1.822      1.505         0.000         8009           11
2031-09-28       1.503      1.233       1.505      1.234         0.000         7862           11
2031-09-29       1.111      1.361       1.111      1.361         0.000         8629           11
2031-09-30       0.998      1.449       0.997      1.448         0.000         9101           11
2031-10-01       1.108      1.538       1.107      1.538         0.000         9257           11
2031-10-02       0.955      1.371       0.955      1.371         0.000         9096           11
2031-10-03       1.152      1.465       1.152      1.465         0.000         9002           11
2031-10-04       1.521      2.081       1.520      2.081         0.000         8916           11
2031-10-05       1.391      1.819       1.390      1.818         0.000         8780           11
2031-10-06       1.066      1.291       1.065      1.290         0.000         8977           11
2031-10-07       1.503      1.889       1.502      1.888         0.000         8741           11
2031-10-08       1.925      2.350       1.924      2.350         0.000         8733           11
2031-10-09       2.297      2.766       2.295      2.765         0.000         8564           11
2031-10-10       2.010      2.274       2.009      2.273         0.000         8478           11
2031-10-11       1.688      2.018       1.688      2.017         0.000         8621           11
2031-10-12       1.778      1.850       1.778      1.849         0.000         8410           11
2031-10-13       1.974      2.165       1.973      2.165         0.000         8212           11
2031-10-14       1.421      1.593       1.421      1.593         0.000         8403           11
2031-10-15       1.053      1.275       1.054      1.276         0.000         8589           11
2031-10-16       0.865      0.988       0.865      0.988         0.000         8998           11
2031-10-17       1.174      1.332       1.174      1.332         0.000         8774           11
2031-10-18       1.188      1.907       1.187      1.906         0.000         9197           11
2031-10-19       1.611      2.226       1.610      2.226         0.000         9147           11
2031-10-20       1.590      2.269       1.589      2.268         0.000         8778           11
2031-10-21       1.543      2.176       1.542      2.175         0.000         8586           11
2031-10-22       1.059      1.090       1.060      1.090         0.000         8595           11
2031-10-23       0.992      0.895       0.992      0.895         0.000         8418           11
2031-10-24       0.750      0.881       0.749      0.881         0.000         8973           11
2031-10-25       0.734      0.899       0.734      0.899         0.000         9230           11
2031-10-26       0.590      0.787       0.590      0.786         0.000         9368           11
2031-10-27       0.618      0.968       0.618      0.967         0.000         9441           11
2031-10-28       0.515      0.585       0.515      0.585         0.000         9692           11
2031-10-29       0.613      0.831       0.613      0.831         0.000         9715           11
2031-10-30       0.693      0.725       0.693      0.725         0.000         9259           11
2031-10-31       0.928      0.928       0.928      0.927         0.000         8915           11
2031-11-01       0.738      0.759       0.738      0.759         0.000         8949           11
2031-11-02       0.784      0.733       0.783      0.733         0.000         9028           11
2031-11-03       0.807      0.882       0.807      0.882         0.000         8908           11
2031-11-04       0.773      0.746       0.773      0.746         0.000         8714           11
2031-11-05       0.793      0.722       0.793      0.723         0.000         8780           11
2031-11-06       0.948      0.814       0.948      0.814         0.000         8631           11
2031-11-07       0.892      1.076       0.893      1.075         0.000         8907           11
2031-11-08       0.953      0.971       0.954      0.971         0.000         8918           11
2031-11-09       1.132      0.882       1.133      0.883         0.000         8483           11
2031-11-10       1.199      0.862       1.199      0.865         0.000         8158           11
2031-11-11       1.114      0.751       1.114      0.751         0.000         7948           11
2031-11-12       1.183      0.682       1.182      0.683         0.000         7679           11
2031-11-13       1.307      0.843       1.307      0.844         0.000         7735           11
2031-11-14       1.217      0.840       1.216      0.841         0.000         7627           11
2031-11-15       0.983      0.773       0.982      0.773         0.000         7792           11
2031-11-16       1.095      0.893       1.094      0.893         0.000         7958           11
2031-11-17       1.138      0.775       1.138      0.775         0.000         7824           11
2031-11-18       1.292      0.861       1.292      0.862         0.000         7597           11
2031-11-19       1.330      0.830       1.331      0.831         0.000         7580           11
2031-11-20       1.199      0.850       1.199      0.850         0.000         7571           11
2031-11-21       1.186      0.923       1.185      0.923         0.000         7618           11
2031-11-22       0.927      0.957       0.927      0.957         0.000         8159           11
2031-11-23       1.088      1.183       1.087      1.183         0.000         8154           11
2031-11-24       0.950      1.045       0.950      1.044         0.000         8318           11
2031-11-25       0.951      1.159       0.951      1.158         0.000         8663           11
2031-11-26       0.906      0.915       0.905      0.915         0.000         8482           11
2031-11-27       0.837      0.809       0.836      0.809         0.000         8511           11
2031-11-28       0.615      0.650       0.615      0.650         0.000         8802           11
2031-11-29       0.575      0.657       0.574      0.656         0.000         9236           11
2031-11-30       0.677      0.690       0.677      0.690         0.000         9188           11
2031-12-01       0.693      0.595       0.693      0.595         0.000         8892           11
2031-12-02       0.769      0.581       0.769      0.581         0.000         8450           11
2031-12-03       0.597      0.504       0.598      0.504         0.000         8832           11
2031-12-04       0.635      0.637       0.636      0.637         0.000         9016           11
2031-12-05       0.697      0.720       0.697      0.721         0.000         8993           11
2031-12-06       0.605      0.713       0.604      0.713         0.000         9333           11
2031-12-07       0.626      0.666       0.625      0.666         0.000         9357           11
2031-12-08       0.729      0.684       0.729      0.684         0.000         9131           11
2031-12-09       0.697      0.623       0.697      0.623         0.000         9001           11
2031-12-10       0.770      0.631       0.769      0.631         0.000         8590           11
2031-12-11       0.677      0.535       0.677      0.534         0.000         8644           11
2031-12-12       0.649      0.462       0.649      0.462         0.000         8467           11
2031-12-13       0.666      0.469       0.666      0.469         0.000         8188           11
2031-12-14       0.641      0.501       0.641      0.501         0.000         8212           11
2031-12-15       0.635      0.573       0.635      0.573         0.000         8340           11
2031-12-16       0.591      0.522       0.591      0.522         0.000         8414           11
2031-12-17       0.484      0.483       0.484      0.483         0.000         8732           11
2031-12-18       0.444      0.504       0.444      0.504         0.000         9087           11
2031-12-19       0.407      0.494       0.407      0.495         0.000         9457           11
2031-12-20       0.516      0.567       0.516      0.567         0.000         9646           11
2031-12-21       0.595      0.833       0.596      0.834         0.000         9558           11
2031-12-22       0.629      0.824       0.629      0.825         0.000         9410           11
2031-12-23       0.520      0.601       0.520      0.601         0.000         9365           11
2031-12-24       0.422      0.470       0.423      0.470         0.000         9456           11
2031-12-25       0.605      0.579       0.606      0.579         0.000         9122           11
2031-12-26       0.612      0.695       0.614      0.698         0.000         9086           11
2031-12-27       0.511      0.516       0.512      0.518         0.000         9061           11
2031-12-28       0.457      0.450       0.457      0.450         0.000         9017           11
2031-12-29       0.427      0.452       0.427      0.452         0.000         9263           11
2031-12-30       0.420      0.410       0.421      0.410         0.000         9255           11
2031-12-31       0.487      0.504       0.488      0.505         0.000         9151           11

================================================================================
BUI - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
2031-01-01    5.818000   0.565000    5.818000   0.565000         0.000          208            0
2031-01-02    5.435000   1.043000    5.435000   1.043000         0.000          187            0
2031-01-03    5.001000   1.551000    5.001000   1.551000         0.000          179            0
2031-01-04    4.799000   1.784000    4.799000   1.784000         0.000          172            0
2031-01-05    4.475000   1.943000    4.475000   1.943000         0.000          168            0
2031-01-06    3.931000   2.131000    3.931000   2.131000         0.000          146            0
2031-01-07    3.745000   2.240000    3.745000   2.240000         0.000          134            0
2031-01-08    3.239000   2.539000    3.239000   2.539000         0.000           55            0
2031-01-09    3.021000   2.601000    3.021000   2.601000         0.000           54            0
2031-01-10    2.902000   2.558000    2.902000   2.558000         0.000           55            0
2031-01-11    2.780000   2.535000    2.780000   2.535000         0.000           55            0
2031-01-12    2.722000   2.562000    2.722000   2.562000         0.000           55            0
2031-01-13    2.689000   2.559000    2.689000   2.559000         0.000           55            0
2031-01-14    2.642000   2.530000    2.642000   2.530000         0.000           54            0
2031-01-15    2.607000   2.499000    2.607000   2.499000         0.000           54            0
2031-01-16    2.458000   2.391000    2.458000   2.391000         0.000           53            0
2031-01-17    2.352000   2.314000    2.352000   2.314000         0.000           54            0
2031-01-18    2.095000   2.168000    2.095000   2.168000         0.000           54            0
2031-01-19    1.867000   2.013000    1.867000   2.013000         0.000           50            0
2031-01-20    1.721000   1.963000    1.721000   1.963000         0.000           47            0
2031-01-21    1.645000   1.962000    1.645000   1.962000         0.000           45            0
2031-01-22    1.621000   1.949000    1.621000   1.949000         0.000           41            0
2031-01-23    1.551000   1.915000    1.551000   1.915000         0.000           37            0
2031-01-24    1.476000   1.841000    1.476000   1.841000         0.000           37            0
2031-01-25    1.460000   1.835000    1.460000   1.835000         0.000           37            0
2031-01-26    1.450000   1.838000    1.450000   1.838000         0.000           37            0
2031-01-27    1.235000   1.683000    1.235000   1.683000         0.000           30            0
2031-01-28    0.980000   1.508000    0.980000   1.508000         0.000           25            0
2031-01-29    0.964000   1.508000    0.964000   1.508000         0.000           25            0
2031-01-30    0.927000   1.500000    0.927000   1.500000         0.000           25            0
2031-01-31    0.899000   1.487000    0.899000   1.487000         0.000           25            0
2031-02-01    0.890000   1.478000    0.890000   1.478000         0.000           25            0
2031-02-02    0.879000   1.470000    0.879000   1.470000         0.000           25            0
2031-02-03    0.614000   1.243000    0.614000   1.243000         0.000            9            0
2031-02-04    0.555000   1.200000    0.555000   1.200000         0.000            8            0
2031-02-05    0.551000   1.200000    0.551000   1.200000         0.000            8            0
2031-02-06    0.490000   1.136000    0.490000   1.136000         0.000            8            0
2031-02-07    0.464000   1.109000    0.464000   1.109000         0.000            8            0
2031-02-08    0.454000   1.104000    0.454000   1.104000         0.000            8            0
2031-02-09    0.441000   1.090000    0.441000   1.090000         0.000            8            0
2031-02-10    0.349000   0.909000    0.349000   0.909000         0.000            8            0
2031-02-11    0.347000   0.907000    0.347000   0.907000         0.000            8            0
2031-02-12    0.345000   0.906000    0.345000   0.906000         0.000            8            0
2031-02-13    0.343000   0.906000    0.343000   0.906000         0.000            8            0
2031-02-14    0.343000   0.906000    0.343000   0.906000         0.000            8            0
2031-02-15    0.343000   0.906000    0.343000   0.906000         0.000            8            0
2031-02-16    0.343000   0.906000    0.343000   0.906000         0.000            8            0
2031-02-17    0.343000   0.906000    0.343000   0.906000         0.000            8            0
2031-02-18    0.336000   0.898000    0.336000   0.898000         0.000            8            0
2031-02-19    0.334000   0.891000    0.334000   0.891000         0.000            8            0
2031-02-20    0.334000   0.891000    0.334000   0.891000         0.000            8            0
2031-02-21    0.322000   0.872000    0.322000   0.872000         0.000            8            0
2031-02-22    0.317000   0.867000    0.317000   0.867000         0.000            8            0
2031-02-23    0.308000   0.856000    0.308000   0.856000         0.000            8            0
2031-02-24    0.292000   0.839000    0.292000   0.839000         0.000            7            0
2031-02-25    0.287000   0.838000    0.287000   0.838000         0.000            7            0
2031-02-26    0.270000   0.809000    0.270000   0.809000         0.000            7            0
2031-02-27    0.263000   0.807000    0.263000   0.807000         0.000            7            0
2031-02-28    0.252000   0.791000    0.252000   0.791000         0.000            7            0
2031-03-01    0.249000   0.790000    0.249000   0.790000         0.000            7            0
2031-03-02    0.249000   0.790000    0.249000   0.790000         0.000            7            0
2031-03-03    0.249000   0.790000    0.249000   0.790000         0.000            7            0
2031-03-04    0.249000   0.790000    0.249000   0.790000         0.000            7            0
2031-03-05    0.249000   0.790000    0.249000   0.790000         0.000            7            0
2031-03-06    0.249000   0.787000    0.249000   0.787000         0.000            7            0
2031-03-07    0.249000   0.787000    0.249000   0.787000         0.000            7            0
2031-03-08    0.248000   0.783000    0.248000   0.783000         0.000            7            0
2031-03-09    0.257000   0.787000    0.257000   0.787000         0.000            7            0
2031-03-10    0.261000   0.790000    0.261000   0.790000         0.000            7            0
2031-03-11    0.253000   0.775000    0.253000   0.775000         0.000            7            0
2031-03-12    0.253000   0.775000    0.253000   0.775000         0.000            7            0
2031-03-13    0.254000   0.774000    0.254000   0.774000         0.000            7            0
2031-03-14    0.254000   0.775000    0.254000   0.775000         0.000            7            0
2031-03-15    0.254000   0.775000    0.254000   0.775000         0.000            7            0
2031-03-16    0.245000   0.763000    0.245000   0.763000         0.000            7            0
2031-03-17    0.227000   0.723000    0.227000   0.723000         0.000            7            0
2031-03-18    0.229000   0.725000    0.229000   0.725000         0.000            7            0
2031-03-19    0.234000   0.728000    0.234000   0.728000         0.000            7            0
2031-03-20    0.247000   0.729000    0.247000   0.729000         0.000            7            0
2031-03-21    0.283000   0.723000    0.283000   0.723000         0.000            7            0
2031-03-22    0.323000   0.742000    0.323000   0.742000         0.000            7            0
2031-03-23    0.366000   0.759000    0.366000   0.759000         0.000            7            0
2031-03-24    0.403000   0.782000    0.403000   0.782000         0.000            5            0
2031-03-25    0.519000   0.886000    0.519000   0.886000         0.000            4            0
2031-03-26    0.658000   1.037000    0.658000   1.037000         0.000            4            0
2031-03-27    0.865000   1.294000    0.865000   1.294000         0.000            3            0
2031-03-28    1.095000   1.638000    1.095000   1.638000         0.000            3            0
2031-03-29    1.319000   2.011000    1.319000   2.011000         0.000            2            0
2031-03-30    1.516000   2.490000    1.516000   2.490000         0.000            9            0
2031-03-31    1.891000   3.021000    1.891000   3.021000         0.000           16            0
2031-04-01    2.493000   3.780000    2.493000   3.780000         0.000           18            0
2031-04-02    3.070000   4.476000    3.070000   4.476000         0.000           18            0
2031-04-03    3.416000   5.184000    3.416000   5.184000         0.000           17            0
2031-04-04    4.035000   5.920000    4.035000   5.920000         0.000           14            0
2031-04-05    4.671000   6.849000    4.671000   6.849000         0.000            9            0
2031-04-06    5.268000   7.726000    5.268000   7.726000         0.000           15            0
2031-04-07    5.990000   8.516000    5.990000   8.516000         0.000           17            0
2031-04-08    6.916000   9.515000    6.916000   9.515000         0.000           12            0
2031-04-09    8.065000  10.410000    8.065000  10.410000         0.000           17            0
2031-04-10    9.049000  11.189000    9.049000  11.189000         0.000           14            0
2031-04-11    9.878000  11.952000    9.878000  11.952000         0.000           12            0
2031-04-12   11.029000  12.804000   11.029000  12.804000         0.000            9            0
2031-04-13   11.815000  13.623000   11.815000  13.623000         0.000            3            0
2031-04-14   12.507000  14.653000   12.507000  14.653000         0.000            4            0
2031-04-15   13.157000  15.753000   13.157000  15.753000         0.000            3            0
2031-04-16   13.853000  17.018999   13.853000  17.018999         0.000            6            0
2031-04-17   14.864000  17.618999   14.864000  17.618999         0.000            7            0
2031-04-18   14.346000  16.907000   14.346000  16.907000         0.000            3            0
2031-04-19   14.920000  16.941999   14.920000  16.941999         0.000            9            0
2031-04-20   15.634000  17.180000   15.634000  17.180000         0.000            5            0
2031-04-21   16.281000  17.438000   16.281000  17.438000         0.000            6            0
2031-04-22   16.671000  17.788000   16.671000  17.788000         0.000            3            0
2031-04-23   16.849001  18.193001   16.849001  18.193001         0.000            2            0
2031-04-24   17.590000  18.719000   17.590000  18.719000         0.000            4            0
2031-04-25   17.697001  17.785999   17.697001  17.785999         0.000            4            0
2031-04-26   17.443001  17.511999   17.443001  17.511999         0.000            5            0
2031-04-27   15.884000  13.799000   15.884000  13.799000         0.000            3            0
2031-04-28   17.042999  14.727000   17.042999  14.727000         0.000            5            0
2031-04-29   18.490000  15.874000   18.490000  15.874000         0.000            4            0
2031-04-30   19.989000  16.958000   19.989000  16.958000         0.062           24            0
2031-05-01   21.267000  18.247999   21.267000  18.247999         0.035           36            0
2031-05-02   21.436001  18.573999   21.436001  18.573999         0.030           30            0
2031-05-03   21.193001  17.547001   21.193001  17.547001         0.029           32            0
2031-05-04   21.888000  17.087000   21.888000  17.087000         0.028           34            0
2031-05-05   23.768999  17.590000   23.768999  17.590000         0.026           32            0
2031-05-06   24.833000  18.013000   24.833000  18.013000         0.025           28            0
2031-05-07   25.851999  18.599001   25.851999  18.599001         0.025           27            0
2031-05-08   26.889000  19.808001   26.889000  19.808001         0.026           31            0
2031-05-09   28.128000  20.334000   28.128000  20.334000         0.026           27            0
2031-05-10   28.468000  21.190001   28.468000  21.190001         0.026           29            0
2031-05-11   29.323999  22.045000   29.323999  22.045000         0.025           28            0
2031-05-12   31.198999  23.200001   31.198999  23.200001         0.025           27            0
2031-05-13   31.004000  22.087000   31.004000  22.087000         0.025           29            0
2031-05-14   28.701000  20.666000   28.701000  20.666000         0.019           29            0
2031-05-15   29.017000  21.895000   29.017000  21.895000         0.007           30            0
2031-05-16   30.271000  23.362000   30.271000  23.362000         0.007           28            0
2031-05-17   31.296000  24.683001   31.296000  24.683001         0.007           28            0
2031-05-18   33.366001  25.799000   33.366001  25.799000         0.005           29            0
2031-05-19   34.726002  26.530001   34.726002  26.530001         0.006           30            0
2031-05-20   36.055000  28.017000   36.055000  28.017000         0.006           27            0
2031-05-21   36.855999  29.518999   36.855999  29.518999         0.007           29            0
2031-05-22   37.342999  30.066000   37.342999  30.066000         0.007           28            0
2031-05-23   36.514999  29.132999   36.514999  29.132999         0.007           27            0
2031-05-24   37.564999  28.684999   37.564999  28.684999         0.005           27            0
2031-05-25   38.182999  29.218000   38.182999  29.218000         0.004           27            0
2031-05-26   38.023998  29.045000   38.023998  29.045000         0.004           28            0
2031-05-27   38.250999  29.681999   38.250999  29.681999         0.004           29            0
2031-05-28   36.712002  31.197001   36.712002  31.197001         0.003           27            0
2031-05-29   36.373001  29.834000   36.373001  29.834000         0.002           26            0
2031-05-30   36.563000  30.724001   36.563000  30.724001         0.001           27            0
2031-05-31   38.369999  31.525000   38.369999  31.525000         0.001           28            0
2031-06-01   40.466999  32.423000   40.466999  32.423000         0.001           21            0
2031-06-02   42.160999  32.391998   42.160999  32.391998         0.001           20            0
2031-06-03   43.244999  32.995998   43.244999  32.995998         0.001           20            0
2031-06-04   42.141998  34.742001   42.141998  34.742001         0.001           20            0
2031-06-05   41.417000  35.160000   41.417000  35.160000         0.001           20            0
2031-06-06   41.611000  35.327999   41.611000  35.327999         0.001           20            0
2031-06-07   41.588001  36.435001   41.588001  36.435001         0.001           21            0
2031-06-08   42.164001  37.541000   42.164001  37.541000         0.001           20            0
2031-06-09   43.054001  36.796001   43.054001  36.796001         0.001           21            0
2031-06-10   44.620998  37.912998   44.620998  37.912998         0.001           20            0
2031-06-11   45.556999  38.986000   45.556999  38.986000         0.051           24            0
2031-06-12   46.943001  40.308998   46.943001  40.308998         0.051           24            0
2031-06-13   46.598000  41.775002   46.598000  41.775002         0.047           24            0
2031-06-14   45.743999  42.671001   45.743999  42.671001         0.047           21            0
2031-06-15   42.518002  40.060001   42.518002  40.060001         0.046           22            0
2031-06-16   39.641998  32.568001   39.641998  32.568001         0.045           22            0
2031-06-17   40.188000  33.237999   40.188000  33.237999         0.028           23            0
2031-06-18   39.556999  31.455000   39.556999  31.455000         0.038           25            0
2031-06-19   38.901001  32.527000   38.901001  32.527000         0.058           26            0
2031-06-20   37.855999  31.400999   37.855999  31.400999         0.120           28            0
2031-06-21   38.632000  32.401001   38.632000  32.401001         0.113           29            0
2031-06-22   39.632999  33.439999   39.632999  33.439999         0.099           28            0
2031-06-23   40.113998  34.263000   40.113998  34.263000         0.088           30            0
2031-06-24   41.581001  35.096001   41.581001  35.096001         0.077           29            0
2031-06-25   44.526001  35.808998   44.526001  35.808998         0.070           28            0
2031-06-26   45.147999  33.313000   45.147999  33.313000         0.065           28            0
2031-06-27   45.810001  33.429001   45.810001  33.429001         0.062           28            0
2031-06-28   45.705002  31.239000   45.705002  31.239000         0.060           28            0
2031-06-29   46.529999  26.363001   46.529999  26.363001         0.058           28            0
2031-06-30   47.917999  26.697001   47.917999  26.697001         0.056           29            0
2031-07-01   48.659000  28.635000   48.659000  28.635000         0.054           28            0
2031-07-02   50.271999  30.495001   50.271999  30.495001         0.031           29            0
2031-07-03   50.644001  30.908001   50.644001  30.908001         0.026           29            0
2031-07-04   47.146000  29.016001   47.146000  29.016001         0.022           27            0
2031-07-05   44.522999  27.312000   44.522999  27.312000         0.022           28            0
2031-07-06   43.353001  26.874001   43.353001  26.874001         0.021           27            0
2031-07-07   43.018002  27.698000   43.018002  27.698000         0.021           28            0
2031-07-08   42.772999  28.566999   42.772999  28.566999         0.021           28            0
2031-07-09   44.141998  28.722000   44.141998  28.722000         0.021           27            0
2031-07-10   44.504002  30.841999   44.504002  30.841999         0.020           28            0
2031-07-11   43.660999  32.174000   43.660999  32.174000         0.020           27            0
2031-07-12   42.401001  33.317001   42.401001  33.317001         0.020           27            0
2031-07-13   41.220001  33.425999   41.220001  33.425999         0.020           26            0
2031-07-14   40.549999  32.520000   40.549999  32.520000         0.018           27            0
2031-07-15   39.189999  32.303001   39.189999  32.303001         0.014           27            0
2031-07-16   40.368000  32.132999   40.368000  32.132999         0.014           28            0
2031-07-17   40.099998  30.527000   40.099998  30.527000         0.013           25            0
2031-07-18   39.120998  30.121000   39.120998  30.121000         0.013           26            0
2031-07-19   35.556999  28.698000   35.556999  28.698000         0.008           27            0
2031-07-20   34.175999  28.618999   34.175999  28.618999         0.008           26            0
2031-07-21   34.098999  27.823000   34.098999  27.823000         0.004           25            0
2031-07-22   33.000000  25.900000   33.000000  25.900000         0.004           25            0
2031-07-23   33.126999  26.320999   33.126999  26.320999         0.003           24            0
2031-07-24   34.848999  27.322001   34.848999  27.322001         0.003           25            0
2031-07-25   36.119999  28.212000   36.119999  28.212000         0.003           21            0
2031-07-26   36.318001  27.598000   36.318001  27.598000         0.003           23            0
2031-07-27   35.217999  27.643000   35.217999  27.643000         0.002           22            0
2031-07-28   34.585999  27.796000   34.585999  27.796000         0.002           20            0
2031-07-29   34.146000  27.747000   34.146000  27.747000         0.002           20            0
2031-07-30   32.259998  23.993000   32.259998  23.993000         0.002           23            0
2031-07-31   30.875000  21.688000   30.875000  21.688000         0.001           23            0
2031-08-01   30.985001  21.687000   30.985001  21.687000         0.001           22            0
2031-08-02   30.642000  20.504000   30.642000  20.504000         0.000           20            0
2031-08-03   32.444000  21.177000   32.444000  21.177000         0.000           22            0
2031-08-04   34.209999  22.062000   34.209999  22.062000         0.000           21            0
2031-08-05   36.352001  22.822001   36.352001  22.822001         0.000           19            0
2031-08-06   37.480000  23.952999   37.480000  23.952999         0.000           21            0
2031-08-07   35.515999  25.794001   35.515999  25.794001         0.000           17            0
2031-08-08   33.534000  23.421000   33.534000  23.421000         0.000           22            0
2031-08-09   35.581001  23.729000   35.581001  23.729000         0.000           17            0
2031-08-10   37.582001  24.268000   37.582001  24.268000         0.000           14            0
2031-08-11   37.360001  23.106001   37.360001  23.106001         0.000           17            0
2031-08-12   37.557999  24.030001   37.557999  24.030001         0.000           17            0
2031-08-13   39.571999  25.201000   39.571999  25.201000         0.000           15            0
2031-08-14   41.542000  26.117001   41.542000  26.117001         0.000           13            0
2031-08-15   41.396000  24.820999   41.396000  24.820999         0.000           11            0
2031-08-16   40.721001  26.468000   40.721001  26.468000         0.000            9            0
2031-08-17   41.972000  28.294001   41.972000  28.294001         0.000           10            0
2031-08-18   42.153000  28.802999   42.153000  28.802999         0.000           14            0
2031-08-19   41.819000  28.375000   41.819000  28.375000         0.000            9            0
2031-08-20   37.816002  23.285999   37.816002  23.285999         0.000           11            0
2031-08-21   32.441002  21.341000   32.441002  21.341000         0.000            8            0
2031-08-22   30.181999  22.082001   30.181999  22.082001         0.000            4            0
2031-08-23   30.270000  22.659000   30.270000  22.659000         0.000            7            0
2031-08-24   30.332001  22.311001   30.332001  22.311001         0.000           10            0
2031-08-25   26.677999  17.422001   26.677999  17.422001         0.046           12            0
2031-08-26   23.886999  16.339001   23.886999  16.339001         0.039           11            0
2031-08-27   24.313000  17.357000   24.313000  17.357000         0.038           10            0
2031-08-28   24.306999  18.093000   24.306999  18.093000         0.036            9            0
2031-08-29   24.927999  19.100000   24.927999  19.100000         0.030           10            0
2031-08-30   25.735001  19.346001   25.735001  19.346001         0.029           12            0
2031-08-31   25.396999  19.209999   25.396999  19.209999         0.018            9            0
2031-09-01   24.736000  20.408001   24.736000  20.408001         0.011           14            0
2031-09-02   23.028999  19.429001   23.028999  19.429001         0.008           12            0
2031-09-03   21.337999  19.025999   21.337999  19.025999         0.005           10            0
2031-09-04   20.583000  19.886000   20.583000  19.886000         0.003           12            0
2031-09-05   20.320000  19.724001   20.320000  19.724001         0.001            7            0
2031-09-06   20.242001  19.937000   20.242001  19.937000         0.000            3            0
2031-09-07   18.783001  19.080999   18.783001  19.080999         0.000            8            0
2031-09-08   17.681000  18.112000   17.681000  18.112000         0.000            3            0
2031-09-09   17.054001  17.990000   17.054001  17.990000         0.000            5            0
2031-09-10   16.601000  17.445000   16.601000  17.445000         0.000            4            0
2031-09-11   16.242001  17.372000   16.242001  17.372000         0.000            3            0
2031-09-12   15.435000  16.716999   15.435000  16.716999         0.000            4            0
2031-09-13   15.334000  16.097000   15.334000  16.097000         0.000            1            0
2031-09-14   14.023000  14.321000   14.023000  14.321000         0.000            2            0
2031-09-15   13.138000  13.765000   13.138000  13.765000         0.000            7            0
2031-09-16   13.570000  14.545000   13.570000  14.545000         0.000            4            0
2031-09-17   13.532000  14.449000   13.532000  14.449000         0.000            3            0
2031-09-18   12.140000  13.173000   12.140000  13.173000         0.000            4            0
2031-09-19   11.795000  13.805000   11.795000  13.805000         0.000            3            0
2031-09-20   10.942000  13.283000   10.942000  13.283000         0.000            1            0
2031-09-21    9.939000  13.136000    9.939000  13.136000         0.000            2            0
2031-09-22    9.147000  13.673000    9.147000  13.673000         0.000            3            0
2031-09-23    8.521000  12.527000    8.521000  12.527000         0.000            1            0
2031-09-24    8.151000  11.171000    8.151000  11.171000         0.000            4            0
2031-09-25    7.864000  11.297000    7.864000  11.297000         0.000            2            0
2031-09-26    8.290000  11.257000    8.290000  11.257000         0.000            2            0
2031-09-27    9.299000  11.356000    9.299000  11.356000         0.000            2            0
2031-09-29    8.301000  11.792000    8.301000  11.792000         0.000            1            0
2031-09-30    8.129000  12.368000    8.129000  12.368000         0.000            1            0
2031-10-01    8.269000  12.838000    8.269000  12.838000         0.000            2            0
2031-10-03    8.259000  13.200000    8.259000  13.200000         0.000            1            0
2031-10-08    8.663000  14.289000    8.663000  14.289000         0.000            1            0
2031-10-11    9.720000  15.457000    9.720000  15.457000         0.000            1            0
2031-10-14    9.404000  14.107000    9.404000  14.107000         0.000            1            0

================================================================================
FWI - Timesteps with Differences
================================================================================
      Date  Mean (Ref)  Std (Ref)  Mean (New)  Std (New)  Max Abs Diff  Value Diffs  NaN Changes
2031-01-01       1.933      1.474       1.933      1.474         0.000         4625            0
2031-01-02       1.046      1.085       1.046      1.085         0.000         6265            0
2031-01-03       0.724      0.866       0.724      0.866         0.000         6846            0
2031-01-04       0.596      0.778       0.596      0.778         0.000         6918            0
2031-01-05       0.449      0.433       0.449      0.433         0.000         7409            0
2031-01-06       0.397      0.515       0.397      0.515         0.000         7920            0
2031-01-07       0.475      0.720       0.475      0.720         0.000         7919            0
2031-01-08       0.365      0.539       0.365      0.539         0.000         8388            0
2031-01-09       0.369      0.579       0.369      0.579         0.000         8592            0
2031-01-10       0.273      0.328       0.273      0.328         0.000         8593            0
2031-01-11       0.269      0.304       0.269      0.304         0.000         8355            0
2031-01-12       0.280      0.264       0.280      0.264         0.000         8153            0
2031-01-13       0.279      0.285       0.279      0.285         0.000         8053            0
2031-01-14       0.286      0.348       0.286      0.348         0.000         8054            0
2031-01-15       0.265      0.221       0.265      0.221         0.000         8031            0
2031-01-16       0.235      0.174       0.235      0.174         0.000         8019            0
2031-01-17       0.229      0.162       0.229      0.162         0.000         7861            0
2031-01-18       0.226      0.157       0.226      0.157         0.000         7749            0
2031-01-19       0.259      0.202       0.259      0.202         0.000         7873            0
2031-01-20       0.246      0.212       0.246      0.212         0.000         8148            0
2031-01-21       0.229      0.211       0.229      0.211         0.000         8093            0
2031-01-22       0.235      0.196       0.235      0.196         0.000         8254            0
2031-01-23       0.259      0.215       0.259      0.215         0.000         8089            0
2031-01-24       0.318      0.299       0.318      0.299         0.000         7888            0
2031-01-25       0.307      0.252       0.307      0.252         0.000         7794            0
2031-01-26       0.284      0.194       0.284      0.194         0.000         7780            0
2031-01-27       0.274      0.225       0.274      0.225         0.000         7855            0
2031-01-28       0.232      0.259       0.232      0.259         0.000         8261            0
2031-01-29       0.188      0.168       0.188      0.168         0.000         8336            0
2031-01-30       0.169      0.148       0.169      0.148         0.000         8256            0
2031-01-31       0.173      0.143       0.173      0.143         0.000         8173            0
2031-02-01       0.194      0.136       0.194      0.136         0.000         7668            0
2031-02-02       0.228      0.190       0.228      0.190         0.000         7735            0
2031-02-03       0.184      0.245       0.184      0.245         0.000         8168            0
2031-02-04       0.187      0.273       0.187      0.273         0.000         8718            0
2031-02-05       0.165      0.163       0.165      0.163         0.000         8658            0
2031-02-06       0.159      0.158       0.159      0.158         0.000         8779            0
2031-02-07       0.167      0.149       0.167      0.149         0.000         8529            0
2031-02-08       0.194      0.156       0.194      0.156         0.000         8076            0
2031-02-09       0.196      0.141       0.196      0.141         0.000         7676            0
2031-02-10       0.172      0.130       0.172      0.130         0.000         7630            0
2031-02-11       0.172      0.133       0.172      0.133         0.000         7683            0
2031-02-12       0.215      0.157       0.215      0.157         0.000         7582            0
2031-02-13       0.248      0.187       0.248      0.187         0.000         7320            0
2031-02-14       0.241      0.165       0.241      0.165         0.000         7301            0
2031-02-15       0.232      0.153       0.232      0.153         0.000         6934            0
2031-02-16       0.240      0.164       0.240      0.164         0.000         6744            0
2031-02-17       0.256      0.174       0.256      0.174         0.000         6678            0
2031-02-18       0.267      0.161       0.267      0.161         0.000         6572            0
2031-02-19       0.250      0.154       0.250      0.154         0.000         6494            0
2031-02-20       0.241      0.128       0.241      0.128         0.000         6416            0
2031-02-21       0.246      0.190       0.246      0.190         0.000         6755            0
2031-02-22       0.217      0.167       0.217      0.167         0.000         7174            0
2031-02-23       0.212      0.166       0.212      0.166         0.000         7294            0
2031-02-24       0.216      0.177       0.216      0.177         0.000         7208            0
2031-02-25       0.195      0.148       0.195      0.148         0.000         7476            0
2031-02-26       0.196      0.142       0.196      0.142         0.000         7497            0
2031-02-27       0.201      0.157       0.201      0.157         0.000         7425            0
2031-02-28       0.221      0.159       0.221      0.159         0.000         7328            0
2031-03-01       0.252      0.178       0.252      0.178         0.000         7305            0
2031-03-02       0.249      0.189       0.249      0.189         0.000         7267            0
2031-03-03       0.289      0.189       0.289      0.189         0.000         7092            0
2031-03-04       0.296      0.187       0.296      0.187         0.000         7040            0
2031-03-05       0.303      0.183       0.303      0.183         0.000         6682            0
2031-03-06       0.328      0.191       0.328      0.191         0.000         6510            0
2031-03-07       0.335      0.202       0.335      0.202         0.000         6180            0
2031-03-08       0.378      0.285       0.378      0.285         0.000         6240            0
2031-03-09       0.344      0.196       0.344      0.196         0.000         6489            0
2031-03-10       0.317      0.207       0.317      0.207         0.000         6678            0
2031-03-11       0.330      0.232       0.330      0.232         0.000         6831            0
2031-03-12       0.288      0.206       0.288      0.206         0.000         6887            0
2031-03-13       0.299      0.207       0.299      0.207         0.000         6837            0
2031-03-14       0.308      0.202       0.308      0.202         0.000         6731            0
2031-03-15       0.316      0.178       0.316      0.178         0.000         6800            0
2031-03-16       0.309      0.172       0.309      0.172         0.000         6908            0
2031-03-17       0.326      0.236       0.326      0.236         0.000         7096            0
2031-03-18       0.323      0.200       0.323      0.200         0.000         7134            0
2031-03-19       0.335      0.178       0.335      0.178         0.000         6832            0
2031-03-20       0.319      0.188       0.319      0.188         0.000         6745            0
2031-03-21       0.266      0.191       0.266      0.191         0.000         7015            0
2031-03-22       0.254      0.171       0.254      0.171         0.000         6949            0
2031-03-23       0.248      0.168       0.248      0.168         0.000         7255            0
2031-03-24       0.249      0.209       0.249      0.209         0.000         7414            0
2031-03-25       0.314      0.260       0.314      0.260         0.000         7361            0
2031-03-26       0.404      0.444       0.404      0.444         0.000         7288            0
2031-03-27       0.572      0.724       0.572      0.724         0.000         7215            0
2031-03-28       0.649      0.811       0.649      0.811         0.000         7275            0
2031-03-29       0.805      1.242       0.805      1.242         0.000         7476            0
2031-03-30       1.047      1.740       1.047      1.740         0.000         7794            0
2031-03-31       1.076      1.650       1.076      1.650         0.000         7577            0
2031-04-01       1.305      2.145       1.305      2.145         0.000         7624            0
2031-04-02       1.429      2.191       1.429      2.191         0.000         7356            0
2031-04-03       1.654      3.302       1.654      3.302         0.000         7756            0
2031-04-04       2.221      4.141       2.221      4.141         0.000         7894            0
2031-04-05       2.320      4.113       2.320      4.113         0.000         7991            0
2031-04-06       2.948      5.635       2.948      5.635         0.000         7858            0
2031-04-07       3.536      6.088       3.536      6.088         0.000         7606            0
2031-04-08       3.917      6.241       3.917      6.241         0.000         7654            0
2031-04-09       3.812      5.478       3.812      5.478         0.000         7331            0
2031-04-10       4.292      5.834       4.292      5.834         0.000         7152            0
2031-04-11       4.774      6.471       4.774      6.471         0.000         7331            0
2031-04-12       4.979      6.629       4.979      6.629         0.000         7234            0
2031-04-13       5.483      7.029       5.483      7.029         0.000         7221            0
2031-04-14       4.935      6.651       4.935      6.651         0.000         7159            0
2031-04-15       4.485      6.650       4.485      6.650         0.000         7108            0
2031-04-16       4.995      7.603       4.995      7.603         0.000         7284            0
2031-04-17       5.849      8.584       5.849      8.584         0.000         7256            0
2031-04-18       6.095      9.671       6.095      9.671         0.000         7399            0
2031-04-19       5.663      7.759       5.663      7.759         0.000         7417            0
2031-04-20       5.946      7.781       5.946      7.781         0.000         7366            0
2031-04-21       5.898      6.883       5.898      6.883         0.000         7186            0
2031-04-22       5.766      6.471       5.766      6.471         0.000         7248            0
2031-04-23       5.422      6.729       5.422      6.729         0.000         7228            0
2031-04-24       5.402      6.535       5.402      6.535         0.000         7124            0
2031-04-25       6.176      7.406       6.176      7.406         0.000         7163            0
2031-04-26       5.520      6.679       5.519      6.678         0.000         7213            3
2031-04-27       3.718      4.422       3.716      4.421         0.027         7452            6
2031-04-28       5.255      5.688       5.252      5.688         0.017         7492            6
2031-04-29       6.191      6.578       6.186      6.578         0.020         7407           11
2031-04-30       8.406      8.792       8.399      8.791         0.028         7224           11
2031-05-01       7.578      8.228       7.572      8.227         0.036         7153           11
2031-05-02       6.365      7.359       6.360      7.358         0.106         7255           11
2031-05-03       6.112      7.334       6.107      7.333         0.380         7348           11
2031-05-04       6.777      6.969       6.773      6.967         0.435         7290           11
2031-05-05       7.089      6.437       7.083      6.437         0.169         7041           11
2031-05-06       7.472      6.677       7.467      6.677         0.113         6786           11
2031-05-07       7.989      6.988       7.984      6.988         0.114         6750           11
2031-05-08       8.849      8.642       8.843      8.641         0.105         6922           11
2031-05-09       9.231      9.893       9.225      9.891         0.081         6951           11
2031-05-10       9.228      9.515       9.222      9.513         0.038         6967           11
2031-05-11       9.031      8.759       9.027      8.757         0.014         7352           11
2031-05-12       8.618      8.377       8.614      8.375         0.009         7219           11
2031-05-13       8.035      8.241       8.031      8.239         0.013         7383           11
2031-05-14       7.489      8.328       7.484      8.326         0.000         7797           11
2031-05-15       9.569     12.022       9.561     12.019         0.000         7553           11
2031-05-16       9.495     10.219       9.488     10.218         0.000         7426           11
2031-05-17       8.614      9.501       8.607      9.500         0.000         7456           11
2031-05-18      10.595     11.513      10.586     11.512         0.000         7099           11
2031-05-19      11.104     11.014      11.095     11.014         0.002         7034           11
2031-05-20      11.138     10.644      11.129     10.643         0.001         6858           11
2031-05-21      11.708     12.203      11.699     12.202         0.000         6932           11
2031-05-22      12.123     12.505      12.114     12.504         0.002         6889           11
2031-05-23      10.965     12.372      10.959     12.369         0.003         7206           11
2031-05-24      10.538     11.220      10.532     11.218         0.000         7154           11
2031-05-25      10.847     11.249      10.838     11.248         0.000         7317           11
2031-05-26       9.106     10.324       9.099     10.323         0.000         7399           11
2031-05-27       8.160      9.803       8.155      9.800         0.001         7480           11
2031-05-28       7.529      9.357       7.525      9.355         0.000         8152           11
2031-05-29       8.412      9.830       8.407      9.827         0.000         7955           11
2031-05-30       8.277     10.081       8.275     10.077         0.000         7830           11
2031-05-31       9.985     10.149       9.988     10.147         0.000         7520           11
2031-06-01      13.016     10.919      13.021     10.919         0.000         6976           11
2031-06-02      13.902     11.936      13.912     11.941         0.000         6914           11
2031-06-03      12.164     12.341      12.158     12.337         0.000         7060           11
2031-06-04      10.572     13.162      10.563     13.159         0.000         7517           11
2031-06-05       9.699     12.174       9.691     12.171         0.000         7845           11
2031-06-06       9.491     11.744       9.485     11.741         0.000         7828           11
2031-06-07      10.944     13.223      10.940     13.219         0.000         7577           11
2031-06-08      10.904     11.843      10.895     11.842         0.000         7516           11
2031-06-09      12.022     13.261      12.015     13.258         0.000         7180           11
2031-06-10      12.559     14.159      12.549     14.156         0.000         7149           11
2031-06-11      13.335     14.807      13.324     14.805         0.000         7153           11
2031-06-12      12.431     12.851      12.420     12.850         0.000         7189           11
2031-06-13      10.638     12.416      10.628     12.415         0.000         7418           11
2031-06-14      11.379     15.310      11.369     15.307         0.001         7841           11
2031-06-15       8.679     13.457       8.672     13.454         0.004         8140           11
2031-06-16       6.169      7.792       6.165      7.790         0.010         8386           11
2031-06-17       7.873      8.978       7.868      8.976         0.001         8108           11
2031-06-18       7.405      8.280       7.399      8.279         0.001         8029           11
2031-06-19       8.640     10.653       8.633     10.651         0.010         7975           11
2031-06-20      11.258     14.393      11.256     14.387         0.015         7886           11
2031-06-21       9.673     13.304       9.667     13.300         0.008         7686           11
2031-06-22       9.863     12.293       9.859     12.289         0.023         7772           11
2031-06-23      10.139     11.721      10.132     11.719         0.037         7500           11
2031-06-24      11.160     12.050      11.153     12.048         0.122         7336           11
2031-06-25      11.620     11.469      11.613     11.467         0.050         6918           11
2031-06-26      11.170      9.303      11.164      9.302         0.020         6894           11
2031-06-27      12.610     10.679      12.599     10.680         0.026         6836           11
2031-06-28      11.386      9.297      11.376      9.299         0.019         6918           11
2031-06-29      11.689      7.887      11.680      7.890         0.011         6822           11
2031-06-30      12.463      9.544      12.458      9.542         0.010         6750           11
2031-07-01      12.432     10.948      12.429     10.945         0.009         6825           11
2031-07-02      11.847     10.409      11.842     10.406         0.004         6875           11
2031-07-03      10.802      9.716      10.796      9.714         0.004         7235           11
2031-07-04       9.799      9.440       9.794      9.438         0.004         7528           11
2031-07-05       8.807      8.577       8.806      8.574         0.003         7550           11
2031-07-06       8.485      8.470       8.486      8.468         0.003         7554           11
2031-07-07       8.072      8.376       8.075      8.373         0.004         7619           11
2031-07-08       7.538      8.446       7.547      8.450         0.003         7642           11
2031-07-09       9.131      8.315       9.139      8.318         0.003         7515           11
2031-07-10      10.016      9.447      10.028      9.457         0.004         7388           11
2031-07-11      10.503     11.039      10.516     11.046         0.004         7554           11
2031-07-12       9.838     10.724       9.843     10.725         0.003         7664           11
2031-07-13       9.392     10.362       9.389     10.361         0.003         7769           11
2031-07-14       8.391      9.994       8.390      9.990         0.001         7781           11
2031-07-15       8.212     10.193       8.213     10.189         0.001         7765           11
2031-07-16       9.868     10.554       9.870     10.550         0.001         7531           11
2031-07-17       8.431      9.108       8.437      9.109         0.002         7402           11
2031-07-18       8.143      8.818       8.149      8.817         0.002         7761           11
2031-07-19       5.885      7.030       5.889      7.030         0.001         8231           11
2031-07-20       5.951      7.102       5.952      7.100         0.001         8260           11
2031-07-21       5.863      6.583       5.866      6.582         0.000         8162           11
2031-07-22       5.563      6.668       5.568      6.669         0.000         7985           11
2031-07-23       6.287      7.034       6.293      7.034         0.000         7775           11
2031-07-24       7.778      7.637       7.782      7.635         0.001         7491           11
2031-07-25       8.260      8.406       8.264      8.403         0.000         7379           11
2031-07-26       7.986      8.605       7.992      8.603         0.000         7386           11
2031-07-27       6.454      8.262       6.463      8.265         0.000         7761           11
2031-07-28       5.832      7.366       5.840      7.371         0.000         7794           11
2031-07-29       5.748      7.060       5.752      7.062         0.000         7817           11
2031-07-30       4.550      5.816       4.549      5.815         0.000         8213           11
2031-07-31       4.363      4.873       4.362      4.871         0.000         8186           11
2031-08-01       5.401      6.128       5.401      6.126         0.000         8021           11
2031-08-02       6.784      6.824       6.788      6.823         0.000         7965           11
2031-08-03       8.062      6.991       8.067      6.990         0.000         7423           11
2031-08-04       8.511      7.044       8.514      7.043         0.000         7162           11
2031-08-05       9.532      7.972       9.538      7.972         0.000         7151           11
2031-08-06       9.262      8.762       9.274      8.770         0.000         7111           11
2031-08-07       8.744      9.667       8.755      9.673         0.000         7820           11
2031-08-08       8.275      9.199       8.283      9.202         0.000         7874           11
2031-08-09       8.974      7.547       8.978      7.547         0.000         7421           11
2031-08-10       9.035      7.370       9.040      7.370         0.000         7115           11
2031-08-11       8.447      8.834       8.461      8.849         0.000         7407           11
2031-08-12      10.049      9.442      10.059      9.446         0.000         7505           11
2031-08-13      10.676      8.607      10.683      8.608         0.000         7096           11
2031-08-14      10.952      8.917      10.959      8.917         0.000         6987           11
2031-08-15      10.796      9.432      10.803      9.437         0.000         6830           11
2031-08-16      10.325      9.464      10.340      9.479         0.000         6965           11
2031-08-17      11.475     10.094      11.493     10.111         0.000         7197           11
2031-08-18      10.496      9.315      10.495      9.311         0.000         7235           11
2031-08-19       8.360      8.119       8.362      8.117         0.000         7410           11
2031-08-20       6.478      5.921       6.478      5.920         0.000         7775           11
2031-08-21       5.321      5.961       5.318      5.961         0.000         8333           11
2031-08-22       4.883      6.417       4.880      6.415         0.000         8549           11
2031-08-23       6.352      7.299       6.348      7.298         0.000         8221           11
2031-08-24       6.058      7.493       6.054      7.491         0.000         7858           11
2031-08-25       4.377      5.568       4.375      5.566         0.000         8257           11
2031-08-26       3.190      4.911       3.189      4.909         0.002         8736           11
2031-08-27       3.978      5.039       3.975      5.038         0.017         8597           11
2031-08-28       4.272      5.391       4.269      5.390         0.067         8348           11
2031-08-29       5.756      6.943       5.751      6.941         0.012         7850           11
2031-08-30       5.959      6.905       5.953      6.905         0.011         7684           11
2031-08-31       4.707      5.975       4.703      5.974         0.000         7970           11
2031-09-01       4.799      6.710       4.795      6.709         0.000         8328           11
2031-09-02       4.644      6.934       4.641      6.932         0.000         8670           11
2031-09-03       3.942      5.122       3.939      5.121         0.000         8777           11
2031-09-04       3.811      5.603       3.808      5.601         0.000         8769           11
2031-09-05       3.474      5.143       3.472      5.141         0.000         8680           11
2031-09-06       3.429      4.982       3.427      4.980         0.000         8537           11
2031-09-07       2.676      4.679       2.674      4.678         0.000         8829           11
2031-09-08       3.090      5.492       3.088      5.490         0.000         8750           11
2031-09-09       2.831      4.784       2.831      4.783         0.000         8874           11
2031-09-10       2.692      4.024       2.691      4.023         0.000         8935           11
2031-09-11       2.405      4.082       2.404      4.081         0.000         8837           11
2031-09-12       2.277      4.091       2.276      4.089         0.000         8861           11
2031-09-13       2.169      3.344       2.168      3.342         0.000         8788           11
2031-09-14       1.698      2.640       1.700      2.640         0.000         8799           11
2031-09-15       1.425      2.233       1.429      2.236         0.000         9032           11
2031-09-16       1.887      2.969       1.889      2.969         0.000         9043           11
2031-09-17       1.724      2.851       1.728      2.853         0.000         8572           11
2031-09-18       1.333      2.712       1.338      2.716         0.000         8687           11
2031-09-19       1.366      2.977       1.367      2.976         0.000         9040           11
2031-09-20       0.955      2.275       0.954      2.274         0.000         9042           11
2031-09-21       0.991      2.870       0.991      2.869         0.000         9221           11
2031-09-22       1.165      2.955       1.164      2.954         0.000         9534           11
2031-09-23       0.938      2.288       0.937      2.287         0.000         9603           11
2031-09-24       0.977      2.069       0.977      2.068         0.000         9297           11
2031-09-25       1.104      2.204       1.103      2.203         0.000         9236           11
2031-09-26       1.492      2.607       1.491      2.606         0.000         9013           11
2031-09-27       2.041      3.241       2.041      3.239         0.000         8147           11
2031-09-28       1.586      2.548       1.587      2.547         0.000         8191           11
2031-09-29       1.285      2.938       1.285      2.937         0.000         8827           11
2031-09-30       1.373      3.195       1.372      3.194         0.000         9220           11
2031-10-01       1.557      3.423       1.556      3.422         0.000         9343           11
2031-10-02       1.210      3.078       1.209      3.077         0.000         9249           11
2031-10-03       1.505      3.481       1.504      3.479         0.000         9193           11
2031-10-04       1.996      4.522       1.994      4.521         0.000         9112           11
2031-10-05       1.815      4.034       1.814      4.032         0.000         8849           11
2031-10-06       1.264      3.102       1.263      3.101         0.000         9103           11
2031-10-07       2.001      4.373       1.999      4.372         0.000         8885           11
2031-10-08       2.660      5.041       2.658      5.040         0.000         8761           11
2031-10-09       3.251      5.812       3.248      5.810         0.000         8542           11
2031-10-10       2.813      4.750       2.811      4.749         0.000         8489           11
2031-10-11       2.454      4.465       2.452      4.463         0.000         8608           11
2031-10-12       2.529      4.416       2.527      4.415         0.000         8445           11
2031-10-13       2.831      4.968       2.828      4.967         0.000         8195           11
2031-10-14       1.486      2.509       1.485      2.508         0.000         8562           11
2031-10-15       1.007      2.357       1.007      2.356         0.000         8766           11
2031-10-16       1.075      2.294       1.074      2.293         0.000         9080           11
2031-10-17       1.380      2.788       1.380      2.787         0.000         8860           11
2031-10-18       1.532      3.456       1.531      3.455         0.000         9233           11
2031-10-19       2.274      4.496       2.272      4.494         0.000         9196           11
2031-10-20       2.187      4.454       2.185      4.453         0.000         8739           11
2031-10-21       1.765      3.669       1.763      3.668         0.000         8705           11
2031-10-22       0.986      2.464       0.985      2.463         0.000         8641           11
2031-10-23       0.918      1.903       0.917      1.902         0.000         8584           11
2031-10-24       0.627      1.515       0.626      1.514         0.000         9107           11
2031-10-25       0.634      1.431       0.634      1.431         0.000         9327           11
2031-10-26       0.432      1.192       0.432      1.191         0.000         9434           11
2031-10-27       0.545      1.692       0.545      1.691         0.000         9435           11
2031-10-28       0.309      1.103       0.309      1.102         0.000         9684           11
2031-10-29       0.462      1.802       0.461      1.802         0.000         9704           11
2031-10-30       0.431      1.369       0.431      1.369         0.000         9388           11
2031-10-31       0.610      1.713       0.610      1.712         0.000         9041           11
2031-11-01       0.395      1.116       0.395      1.115         0.000         8981           11
2031-11-02       0.418      1.289       0.418      1.288         0.000         9067           11
2031-11-03       0.514      1.707       0.513      1.706         0.000         9009           11
2031-11-04       0.459      1.398       0.459      1.397         0.000         8760           11
2031-11-05       0.431      1.256       0.431      1.255         0.000         8772           11
2031-11-06       0.509      1.390       0.509      1.389         0.000         8678           11
2031-11-07       0.628      2.143       0.627      2.142         0.000         8961           11
2031-11-08       0.591      1.875       0.591      1.874         0.000         9009           11
2031-11-09       0.573      1.511       0.572      1.510         0.000         8599           11
2031-11-10       0.547      1.302       0.547      1.302         0.000         8328           11
2031-11-11       0.562      1.436       0.562      1.435         0.000         7968           11
2031-11-12       0.550      1.268       0.550      1.267         0.000         7760           11
2031-11-13       0.584      1.256       0.583      1.255         0.000         7754           11
2031-11-14       0.592      1.421       0.592      1.421         0.000         7694           11
2031-11-15       0.495      1.331       0.495      1.331         0.000         7853           11
2031-11-16       0.577      1.519       0.576      1.518         0.000         8029           11
2031-11-17       0.557      1.472       0.557      1.471         0.000         7770           11
2031-11-18       0.580      1.369       0.580      1.369         0.000         7672           11
2031-11-19       0.574      1.344       0.574      1.344         0.000         7479           11
2031-11-20       0.565      1.412       0.564      1.411         0.000         7687           11
2031-11-21       0.574      1.361       0.573      1.360         0.000         7785           11
2031-11-22       0.499      1.208       0.498      1.208         0.000         8260           11
2031-11-23       0.639      1.701       0.638      1.700         0.000         8212           11
2031-11-24       0.583      1.635       0.582      1.635         0.000         8510           11
2031-11-25       0.608      1.505       0.607      1.504         0.000         8702           11
2031-11-26       0.571      1.442       0.570      1.441         0.000         8611           11
2031-11-27       0.524      1.471       0.524      1.470         0.000         8555           11
2031-11-28       0.280      0.757       0.280      0.756         0.000         9043           11
2031-11-29       0.304      0.999       0.304      0.998         0.000         9347           11
2031-11-30       0.346      1.046       0.346      1.045         0.000         9263           11
2031-12-01       0.339      1.214       0.339      1.214         0.000         8930           11
2031-12-02       0.335      1.026       0.335      1.026         0.000         8493           11
2031-12-03       0.174      0.325       0.174      0.325         0.000         8906           11
2031-12-04       0.225      0.519       0.225      0.519         0.000         9076           11
2031-12-05       0.238      0.591       0.238      0.591         0.000         9134           11
2031-12-06       0.240      0.712       0.240      0.712         0.000         9433           11
2031-12-07       0.271      0.934       0.270      0.934         0.000         9338           11
2031-12-08       0.291      0.868       0.291      0.867         0.000         9288           11
2031-12-09       0.251      0.793       0.251      0.793         0.000         9044           11
2031-12-10       0.212      0.420       0.212      0.420         0.000         8585           11
2031-12-11       0.220      0.658       0.220      0.658         0.000         8649           11
2031-12-12       0.214      0.619       0.214      0.618         0.000         8469           11
2031-12-13       0.217      0.654       0.217      0.653         0.000         8281           11
2031-12-14       0.212      0.641       0.212      0.640         0.000         8263           11
2031-12-15       0.162      0.328       0.162      0.328         0.000         8393           11
2031-12-16       0.135      0.173       0.135      0.173         0.000         8451           11
2031-12-17       0.119      0.232       0.120      0.232         0.000         8821           11
2031-12-18       0.103      0.182       0.103      0.182         0.000         9104           11
2031-12-19       0.102      0.193       0.102      0.193         0.000         9470           11
2031-12-20       0.153      0.400       0.153      0.400         0.000         9719           11
2031-12-21       0.166      0.496       0.166      0.496         0.000         9686           11
2031-12-22       0.165      0.412       0.165      0.412         0.000         9448           11
2031-12-23       0.144      0.414       0.144      0.413         0.000         9371           11
2031-12-24       0.120      0.432       0.120      0.432         0.000         9539           11
2031-12-25       0.157      0.423       0.157      0.423         0.000         9245           11
2031-12-26       0.153      0.378       0.153      0.378         0.000         9189           11
2031-12-27       0.136      0.395       0.137      0.395         0.000         9049           11
2031-12-28       0.098      0.135       0.098      0.135         0.000         9093           11
2031-12-29       0.093      0.148       0.093      0.148         0.000         9332           11
2031-12-30       0.088      0.092       0.088      0.092         0.000         9292           11
2031-12-31       0.104      0.137       0.104      0.138         0.000         9158           11

Visualization: Maximum Value Difference¶

Plotting the timestep with the greatest maximum absolute difference in values.

In [7]:
plot_max_value_differences(ds_ref, ds_new, comparison_results, variables, gdf, bounds)
FFMC: Plotting timestep with maximum value difference
  Time: 2031-04-30 12:00:00
  Max absolute difference: 31.913382
DMC: Plotting timestep with maximum value difference
  Time: 2031-04-30 12:00:00
  Max absolute difference: 0.163050
DC: Plotting timestep with maximum value difference
  Time: 2031-07-05 12:00:00
  Max absolute difference: 0.000031
ISI: Plotting timestep with maximum value difference
  Time: 2031-05-04 12:00:00
  Max absolute difference: 0.481424
BUI: Plotting timestep with maximum value difference
  Time: 2031-06-20 12:00:00
  Max absolute difference: 0.120482
FWI: Plotting timestep with maximum value difference
  Time: 2031-05-04 12:00:00
  Max absolute difference: 0.434794
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Visualization: Maximum NaN Pattern Difference¶

Plotting the timestep with the greatest number of NaN pattern changes.

In [8]:
plot_max_nan_differences(ds_ref, ds_new, comparison_results, variables, gdf, bounds)
FFMC: Plotting timestep with maximum NaN changes
  Time: 2031-04-29 12:00:00
  NaN changes: 11
DMC: Plotting timestep with maximum NaN changes
  Time: 2031-01-01 12:00:00
  NaN changes: 0
DC: Plotting timestep with maximum NaN changes
  Time: 2031-01-01 12:00:00
  NaN changes: 0
ISI: Plotting timestep with maximum NaN changes
  Time: 2031-04-29 12:00:00
  NaN changes: 11
BUI: Plotting timestep with maximum NaN changes
  Time: 2031-01-01 12:00:00
  NaN changes: 0
FWI: Plotting timestep with maximum NaN changes
  Time: 2031-04-29 12:00:00
  NaN changes: 11
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In [9]:
print(generate_qc_summary(comparison_results, variables))
## QC Summary

### FFMC
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 365
- ⚠️ **Differences detected**
  - Maximum value difference: 31.913382 on 2031-04-30
  - Maximum NaN changes: 11 cells on 2031-04-29
  - Total value differences: 860156 across all timesteps
  - Total NaN pattern changes: 2732 across all timesteps

### DMC
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 251
- ⚠️ **Differences detected**
  - Maximum value difference: 0.163050 on 2031-04-30
  - Maximum NaN changes: 0 cells on 2031-01-01
  - Total value differences: 4163 across all timesteps
  - Total NaN pattern changes: 0 across all timesteps

### DC
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 303
- ⚠️ **Differences detected**
  - Maximum value difference: 0.000031 on 2031-07-05
  - Maximum NaN changes: 0 cells on 2031-01-01
  - Total value differences: 8071 across all timesteps
  - Total NaN pattern changes: 0 across all timesteps

### ISI
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 365
- ⚠️ **Differences detected**
  - Maximum value difference: 0.481424 on 2031-05-04
  - Maximum NaN changes: 11 cells on 2031-04-29
  - Total value differences: 2891781 across all timesteps
  - Total NaN pattern changes: 2732 across all timesteps

### BUI
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 277
- ⚠️ **Differences detected**
  - Maximum value difference: 0.120482 on 2031-06-20
  - Maximum NaN changes: 0 cells on 2031-01-01
  - Total value differences: 5960 across all timesteps
  - Total NaN pattern changes: 0 across all timesteps

### FWI
- **Total timesteps analyzed:** 365
- **Timesteps with differences:** 365
- ⚠️ **Differences detected**
  - Maximum value difference: 0.434794 on 2031-05-04
  - Maximum NaN changes: 11 cells on 2031-04-29
  - Total value differences: 2891335 across all timesteps
  - Total NaN pattern changes: 2732 across all timesteps

In [10]:
# Clean up
ds_ref.close()
ds_new.close()
print("\nDatasets closed. Analysis complete!")
Datasets closed. Analysis complete!